<html xmlns="http://www.w3.org/1999/xhtml"><head><meta charset="utf-8"><meta name="generator" content="pdf2htmlEX"><meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"><link rel="stylesheet" href="https://csdnimg.cn/release/download_crawler_static/css/base.min.css"><link rel="stylesheet" href="https://csdnimg.cn/release/download_crawler_static/css/fancy.min.css"><link rel="stylesheet" href="https://csdnimg.cn/release/download_crawler_static/11391629/raw.css"><script src="https://csdnimg.cn/release/download_crawler_static/js/compatibility.min.js"></script><script src="https://csdnimg.cn/release/download_crawler_static/js/pdf2htmlEX.min.js"></script><script>try{pdf2htmlEX.defaultViewer = new pdf2htmlEX.Viewer({});}catch(e){}</script><title></title></head><body><div id="sidebar" style="display: none"><div id="outline"></div></div><div id="pf1" class="pf w0 h0" data-page-no="1"><div class="pc pc1 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://csdnimg.cn/release/download_crawler_static/11391629/bg1.jpg"><div class="t m0 x1 h2 y1 ff1 fs0 fc0 sc0 ls0 ws0">版权所有，严禁传播，违者自负法律责任</div><div class="t m1 x2 h2 y2 ff1 fs0 fc0 sc0 ls0 ws0">！</div><div class="t m2 x3 h3 y3 ff1 fs1 fc0 sc0 ls0 ws0">非卖品，仅供非商业用途或交流学习使用</div><div class="t m3 x4 h4 y4 ff1 fs2 fc0 sc0 ls0 ws0">目录</div><div class="t m4 x5 h5 y5 ff1 fs3 fc0 sc0 ls0 ws0">第</div><div class="t m5 x6 h5 y6 ff1 fs3 fc0 sc0 ls0 ws0">1</div><div class="t m6 x7 h5 y7 ff1 fs3 fc0 sc0 ls0 ws0">章深度学习与计算机视觉…</div><div class="t m7 x8 h6 y8 ff2 fs4 fc0 sc0 ls0 ws0">I </div><div class="t m8 x9 h7 y9 ff1 fs5 fc0 sc0 ls0 ws0">l</div><div class="t m9 xa h7 ya ff1 fs5 fc0 sc0 ls0 ws0">图像基础</div><div class="t ma xb h8 yb ff2 fs6 fc0 sc0 ls1 ws0">………………</div><div class="t mb xc h8 yc ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _0"></span><span class="ls2">…………………….........<span class="_ _1"></span><span class="ls0">.</span></span></div><div class="t mc xd h8 yd ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mb xe h8 ye ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t md xf h8 yf ff2 fs6 fc0 sc0 ls3 ws0">.....</div><div class="t mb x10 h8 y10 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t me x11 h8 y11 ff2 fs6 fc0 sc0 ls3 ws0">.....…...</div><div class="t mb x12 h8 y12 ff2 fs6 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t mc x13 h8 y13 ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mf x14 h8 y14 ff2 fs6 fc0 sc0 ls1 ws0">……</div><div class="t m7 x15 h6 y15 ff2 fs4 fc0 sc0 ls0 ws0">3 </div><div class="t m10 x16 h3 y16 ff1 fs1 fc0 sc0 ls0 ws0">1.2</div><div class="t m11 x17 h3 y17 ff1 fs1 fc0 sc0 ls0 ws0">深度学习与村经网络基础</div><div class="t mb x18 h8 y18 ff2 fs6 fc0 sc0 ls0 ws0">…</div><div class="t m12 x19 h8 y19 ff2 fs6 fc0 sc0 ls3 ws0">…·…………</div><div class="t m13 x1a h8 y1a ff2 fs6 fc0 sc0 ls1 ws0">……</div><div class="t mb x1b h8 y1b ff2 fs6 fc0 sc0 ls0 ws0">.<span class="ls4">.......<span class="_ _3"></span></span>.</div><div class="t m14 x1c h8 y1c ff2 fs6 fc0 sc0 ls3 ws0">……………..........</div><div class="t mb x12 h8 y1d ff2 fs6 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t mc x13 h8 y1e ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mb x1d h8 y1f ff2 fs6 fc0 sc0 ls0 ws0">...</div><div class="t md x1e h8 y20 ff2 fs6 fc0 sc0 ls3 ws0">..... </div><div class="t m15 x1f h9 y21 ff3 fs7 fc0 sc0 ls0 ws0">··<span class="_ _3"></span>4 </div><div class="t m7 x20 h6 y22 ff2 fs4 fc0 sc0 ls0 ws0">I </div><div class="t m16 x21 ha y23 ff1 fs8 fc0 sc0 ls0 ws0">2.1</div><div class="t m17 x22 ha y24 ff1 fs8 fc0 sc0 ls0 ws0">函数的简单表达</div><div class="t m18 x23 ha y25 ff1 fs8 fc0 sc0 ls0 ws0">－</div><div class="t m19 x24 h8 y26 ff2 fs6 fc0 sc0 ls1 ws0">……</div><div class="t mb x25 h8 y27 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m1a x26 h8 y28 ff2 fs6 fc0 sc0 ls3 ws0">...</div><div class="t mb x27 h8 y29 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m1b x28 h8 y2a ff2 fs6 fc0 sc0 ls1 ws0">.…</div><div class="t m1c x29 h8 y2b ff2 fs6 fc0 sc0 ls1 ws0">…….</div><div class="t mb x2a h8 y2c ff2 fs6 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t mc x2b h8 y2d ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m1d x2c h8 y2e ff2 fs6 fc0 sc0 ls3 ws0">.……··</div><div class="t mb xe h8 y2f ff2 fs6 fc0 sc0 ls0 ws0">·<span class="ls5">·········<span class="_ _1"></span></span>·</div><div class="t m1e x2d h8 y30 ff2 fs6 fc0 sc0 ls3 ws0">··</div><div class="t mb x2e h8 y31 ff2 fs6 fc0 sc0 ls0 ws0">··<span class="_ _2"></span><span class="ls6">··…........…</span></div><div class="t m7 x15 h6 y32 ff2 fs4 fc0 sc0 ls0 ws0">5 </div><div class="t m1f x20 hb y33 ff3 fs9 fc0 sc0 ls0 ws0">I </div><div class="t m20 x21 hc y34 ff1 fsa fc0 sc0 ls0 ws0">2.2</div><div class="t m21 x22 hc y35 ff1 fsa fc0 sc0 ls0 ws0">函数的矩阵表达</div><div class="t m22 x23 hc y36 ff1 fsa fc0 sc0 ls0 ws0">…</div><div class="t mb x19 h8 y37 ff2 fs6 fc0 sc0 ls7 ws0">…...</div><div class="t mc x2f h8 y38 ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mb x26 h8 y39 ff2 fs6 fc0 sc0 ls8 ws0">...… </div><div class="t m23 x1a h8 y3a ff2 fs6 fc0 sc0 ls1 ws0">……………..</div><div class="t m24 x30 h8 y3b ff2 fs6 fc0 sc0 ls3 ws0">....………·····</div><div class="t mb x31 h8 y3c ff2 fs6 fc0 sc0 ls0 ws0">·</div><div class="t m25 x32 h8 y3d ff2 fs6 fc0 sc0 ls3 ws0">···</div><div class="t mb x33 h8 y3e ff2 fs6 fc0 sc0 ls0 ws0">·</div><div class="t m26 x13 h8 y3f ff2 fs6 fc0 sc0 ls3 ws0">·····…</div><div class="t mb x34 h8 y40 ff2 fs6 fc0 sc0 ls0 ws0">…</div><div class="t m27 x35 hb y41 ff3 fs9 fc0 sc0 ls9 ws0">·5 </div><div class="t m28 x20 h3 y42 ff1 fs1 fc0 sc0 ls0 ws0">1.2.</div><div class="t m29 x36 h3 y43 ff1 fs1 fc0 sc0 ls0 ws0">3</div><div class="t m2a x37 h3 y44 ff1 fs1 fc0 sc0 ls0 ws0">神经网络的线性变换………·······………</div><div class="t m2b x38 h3 y45 ff1 fs1 fc0 sc0 ls0 ws0">…</div><div class="t m2c x1b h3 y46 ff1 fs1 fc0 sc0 ls0 ws0">…</div><div class="t m2d x39 h3 y47 ff1 fs1 fc0 sc0 ls0 ws0">…</div><div class="t mc x30 h8 y48 ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mb x3a h8 y49 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m2e xe h8 y4a ff2 fs6 fc0 sc0 ls3 ws0">....</div><div class="t mc x3b h8 y4b ff2 fs6 fc0 sc0 ls3 ws0">.. </div><div class="t m2f x3c h8 y4c ff2 fs6 fc0 sc0 ls1 ws0">….........… </div><div class="t m15 x15 h9 y4d ff3 fs7 fc0 sc0 ls0 ws0">6 </div><div class="t m30 x20 h3 y4e ff1 fs1 fc0 sc0 ls0 ws0">1.2.4</div><div class="t m31 x37 h3 y4f ff1 fs1 fc0 sc0 ls0 ws0">神</div><div class="t m32 x3d h3 y50 ff1 fs1 fc0 sc0 ls0 ws0">经网络<span class="_ _4"> </span>的非线性变换</div><div class="t mb x3e h8 y51 ff2 fs6 fc0 sc0 ls0 ws0">…</div><div class="t m33 x3f h8 y52 ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m34 x25 h8 y53 ff2 fs6 fc0 sc0 ls3 ws0">...</div><div class="t mb x40 h8 y54 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t mc x27 h8 y55 ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m35 x41 h8 y56 ff2 fs6 fc0 sc0 ls1 ws0">…… </div><div class="t mb x42 h8 y57 ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _5"> </span><span class="lsa">…··</span></div><div class="t m36 x1c h8 y58 ff2 fs6 fc0 sc0 ls1 ws0">-….</div><div class="t mb x3a h8 y59 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t mc xe h8 y5a ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m37 x43 h8 y5b ff2 fs6 fc0 sc0 ls3 ws0">.… </div><div class="t m38 x3c h8 y5c ff2 fs6 fc0 sc0 ls1 ws0">……</div><div class="t mb x44 h8 y5d ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _6"></span>.<span class="ls4">.......<span class="_ _3"></span></span>..<span class="_ _2"></span>.</div><div class="t m1a x45 h8 y5e ff2 fs6 fc0 sc0 ls3 ws0">... </div><div class="t m15 x15 h9 y5f ff3 fs7 fc0 sc0 ls0 ws0">6 </div><div class="t m15 x20 h9 y60 ff3 fs7 fc0 sc0 ls0 ws0">l </div><div class="t m39 x21 h7 y61 ff1 fs5 fc0 sc0 ls0 ws0">2</div><div class="t m3a x46 h7 y62 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m3b x36 h7 y63 ff1 fs5 fc0 sc0 ls0 ws0">5</div><div class="t m3c x37 h7 y64 ff1 fs5 fc0 sc0 ls0 ws0">深</div><div class="t m3d x3d h7 y65 ff1 fs5 fc0 sc0 ls0 ws0">层神经网络</div><div class="t m3e x47 h7 y66 ff1 fs5 fc0 sc0 ls0 ws0">……..</div><div class="t m3f x48 h7 y67 ff1 fs5 fc0 sc0 ls0 ws0">......…</div><div class="t m40 x49 h7 y68 ff1 fs5 fc0 sc0 ls0 ws0">…….....</div><div class="t m41 x4a h7 y69 ff1 fs5 fc0 sc0 ls0 ws0">..........</div><div class="t m8 x38 h7 y6a ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t m42 x4b h7 y6b ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m3a x42 h7 y6c ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m42 x4c h7 y6d ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m43 x4d h7 y6e ff1 fs5 fc0 sc0 ls0 ws0">.…....</div><div class="t m44 x39 h7 y6f ff1 fs5 fc0 sc0 ls0 ws0">.....</div><div class="t m45 x4e h7 y70 ff1 fs5 fc0 sc0 ls0 ws0">...</div><div class="t m46 x4f h7 y71 ff1 fs5 fc0 sc0 ls0 ws0">...…....</div><div class="t m42 x50 h7 y72 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m47 x51 h7 y73 ff1 fs5 fc0 sc0 ls0 ws0">.……．．．</div><div class="t m48 x33 h7 y74 ff1 fs5 fc0 sc0 ls0 ws0">．．．．</div><div class="t m49 x52 h7 y75 ff1 fs5 fc0 sc0 ls0 ws0">．<span class="_ _7"> </span>．</div><div class="t m45 x53 h7 y76 ff1 fs5 fc0 sc0 ls0 ws0">．．</div><div class="t m4a x34 h7 y77 ff1 fs5 fc0 sc0 ls0 ws0">．．．</div><div class="t m15 x15 h9 y78 ff3 fs7 fc0 sc0 ls0 ws0">6 </div><div class="t m4b x54 h3 y79 ff1 fs1 fc0 sc0 ls0 ws0">126</div><div class="t m4c x37 h3 y7a ff1 fs1 fc0 sc0 ls0 ws0">神经网络的学习过程</div><div class="t mb x55 h8 y7b ff2 fs6 fc0 sc0 lsb ws0">…........<span class="_ _1"></span><span class="ls0">.</span></div><div class="t m4d x28 h8 y7c ff2 fs6 fc0 sc0 ls1 ws0">...……………·· </div><div class="t mb xd h8 y7d ff2 fs6 fc0 sc0 lsc ws0">…......… <span class="_ _8"> </span><span class="ls0">… </span></div><div class="t mb x52 h8 y7e ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_"> </span>…<span class="_ _6"></span>. </div><div class="t mb x56 h9 y7f ff3 fs7 fc0 sc0 ls0 ws0">8 </div><div class="t m7 x8 h6 y80 ff2 fs4 fc0 sc0 ls0 ws0">I </div><div class="t m4e x57 ha y81 ff1 fs8 fc0 sc0 ls0 ws0">3</div><div class="t m4f x17 ha y82 ff1 fs8 fc0 sc0 ls0 ws0">卷积神<span class="_ _1"> </span>经网络</div><div class="t m50 x58 ha y83 ff1 fs8 fc0 sc0 ls0 ws0">C</div><div class="t m51 x59 ha y84 ff1 fs8 fc0 sc0 ls0 ws0">NJ</div><div class="t m52 x5a ha y85 ff1 fs8 fc0 sc0 ls0 ws0">斗</div><div class="t m53 x5b h8 y86 ff2 fs6 fc0 sc0 ls3 ws0">....</div><div class="t mb x5c h8 y87 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m54 x5d h8 y88 ff2 fs6 fc0 sc0 ls1 ws0">..…</div><div class="t m55 x49 h8 y89 ff2 fs6 fc0 sc0 ls3 ws0">…….</div><div class="t m1a x25 h8 y8a ff2 fs6 fc0 sc0 ls3 ws0">...</div><div class="t m33 x40 h8 y8b ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m56 x28 h8 y8c ff2 fs6 fc0 sc0 ls1 ws0">.……......…………………………………</div><div class="t m7 x15 h6 y8d ff2 fs4 fc0 sc0 ls0 ws0">9 </div><div class="t m57 x16 h7 y8e ff1 fs5 fc0 sc0 ls0 ws0">1</div><div class="t m58 x5e h7 y8f ff1 fs5 fc0 sc0 ls0 ws0">.4</div><div class="t m59 x17 h7 y90 ff1 fs5 fc0 sc0 ls0 ws0">基础开发环境搭建</div><div class="t m5a x5f h7 y91 ff1 fs5 fc0 sc0 ls0 ws0">…..</div><div class="t m3a x47 h7 y92 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m42 x60 h7 y93 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m3a x61 h7 y94 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m42 x62 h7 y95 ff1 fs5 fc0 sc0 ls0 ws0">.<span class="_ _9"> </span>.</div><div class="t m8 x63 h7 y96 ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t m42 x5d h7 y97 ff1 fs5 fc0 sc0 ls0 ws0">.<span class="_ _9"> </span>.</div><div class="t m3a x64 h7 y98 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m5b x65 h7 y99 ff1 fs5 fc0 sc0 ls0 ws0">.....…</div><div class="t mb x3f h8 y9a ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m33 x66 h8 y9b ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m2e x27 h8 y9c ff2 fs6 fc0 sc0 ls3 ws0">....</div><div class="t mc x67 h8 y9d ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m5c x68 h8 y9e ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t m5d x69 h8 y9f ff2 fs6 fc0 sc0 ls3 ws0">..……………</div><div class="t mb x2b h8 ya0 ff2 fs6 fc0 sc0 lsd ws0">……<span class="_ _a"> </span><span class="ls0">…<span class="_ _6"></span>.</span></div><div class="t mc x43 h8 ya1 ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mb x3b h8 ya2 ff2 fs6 fc0 sc0 ls0 ws0">..</div><div class="t m5e x10 h8 ya3 ff2 fs6 fc0 sc0 ls3 ws0">.…….</div><div class="t mb x6a h8 ya4 ff2 fs6 fc0 sc0 lse ws0">.....…·…·<span class="_ _b"></span><span class="ls0">·…</span></div><div class="t m5f x6b h9 ya5 ff3 fs7 fc0 sc0 lsf ws0">14 </div><div class="t m60 x8 hd ya6 ff2 fsb fc0 sc0 ls0 ws0">I </div><div class="t m61 x57 he ya7 ff1 fsc fc0 sc0 ls0 ws0">5</div><div class="t m62 x17 he ya8 ff1 fsc fc0 sc0 ls0 ws0">本章总结…</div><div class="t m63 x62 h8 ya9 ff2 fs6 fc0 sc0 ls3 ws0">......</div><div class="t mb x64 h8 yaa ff2 fs6 fc0 sc0 ls0 ws0">..<span class="_ _c"></span>…</div><div class="t m64 x19 h8 yab ff2 fs6 fc0 sc0 ls1 ws0">··</div><div class="t mb x6c h8 yac ff2 fs6 fc0 sc0 ls10 ws0">....,<span class="_ _b"></span><span class="ls0">.<span class="ls11">..........</span></span></div><div class="t m65 x6d h8 yad ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mb x6e h8 yae ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m66 x6f h8 yaf ff2 fs6 fc0 sc0 ls1 ws0">... </div><div class="t m1a x2c h8 yb0 ff2 fs6 fc0 sc0 ls3 ws0">... </div><div class="t mb x3a h8 yb1 ff2 fs6 fc0 sc0 ls0 ws0">. </div><div class="t md xe h8 yb2 ff2 fs6 fc0 sc0 ls3 ws0">.....</div><div class="t mb x70 h8 yb3 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m67 x10 h8 yb4 ff2 fs6 fc0 sc0 ls1 ws0">.......</div><div class="t m53 x71 h8 yb5 ff2 fs6 fc0 sc0 ls3 ws0">....</div><div class="t m63 x72 h8 yb6 ff2 fs6 fc0 sc0 ls3 ws0">...... </div><div class="t m5f x35 h9 yb7 ff3 fs7 fc0 sc0 lsf ws0">15 </div><div class="t m4f x5 ha yb8 ff1 fs8 fc0 sc0 ls0 ws0">第</div><div class="t m68 x6 ha yb9 ff1 fs8 fc0 sc0 ls0 ws0">2</div><div class="t m69 x7 ha yba ff1 fs8 fc0 sc0 ls0 ws0">章</div><div class="t m6a x73 ha ybb ff1 fs8 fc0 sc0 ls0 ws0">Open</div><div class="t m6b x74 ha ybc ff1 fs8 fc0 sc0 ls0 ws0">CV</div><div class="t m6c x75 ha ybd ff1 fs8 fc0 sc0 ls0 ws0">入门...</div><div class="t m6d x76 ha ybe ff1 fs8 fc0 sc0 ls0 ws0">.<span class="_ _d"> </span>.<span class="_ _e"> </span>.<span class="_ _d"> </span>.</div><div class="t m6e x77 ha ybf ff1 fs8 fc0 sc0 ls0 ws0">.....</div><div class="t m6d x61 ha yc0 ff1 fs8 fc0 sc0 ls0 ws0">.</div><div class="t m6f x78 ha yc1 ff1 fs8 fc0 sc0 ls0 ws0">...………</div><div class="t mb x3f h8 yc2 ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _c"></span>…</div><div class="t m70 x79 h8 yc3 ff2 fs6 fc0 sc0 ls1 ws0">……·······…………… </div><div class="t m71 x2e h8 yc4 ff2 fs6 fc0 sc0 ls1 ws0">……·</div><div class="t m72 x1e h8 yc5 ff2 fs6 fc0 sc0 ls3 ws0">-…</div><div class="t m73 x7a h9 yc6 ff3 fs7 fc0 sc0 ls12 ws0">16 </div><div class="t m60 x7b hd yc7 ff2 fsb fc0 sc0 ls0 ws0">2. </div><div class="t m57 x7c h7 yc8 ff1 fs5 fc0 sc0 ls0 ws0">I</div><div class="t m74 x17 h7 yc9 ff1 fs5 fc0 sc0 ls0 ws0">读图、展示和保存新图.</div><div class="t m45 x63 h7 yca ff1 fs5 fc0 sc0 ls0 ws0">...</div><div class="t m75 x48 h7 ycb ff1 fs5 fc0 sc0 ls0 ws0">....</div><div class="t m42 x7d h7 ycc ff1 fs5 fc0 sc0 ls0 ws0">.<span class="_ _f"> </span>.<span class="_ _9"> </span>.<span class="_ _9"> </span>.</div><div class="t m45 x7e h7 ycd ff1 fs5 fc0 sc0 ls0 ws0">...</div><div class="t m76 x6c h7 yce ff1 fs5 fc0 sc0 ls0 ws0">……</div><div class="t m3a x7f h7 ycf ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m77 x27 h7 yd0 ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t m42 x80 h7 yd1 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m3b x4a h7 yd2 ff1 fs5 fc0 sc0 ls0 ws0">.…....</div><div class="t m8 x81 h7 yd3 ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t m42 x82 h7 yd4 ff1 fs5 fc0 sc0 ls0 ws0">.<span class="_ _9"> </span>.<span class="_ _9"> </span>.</div><div class="t m78 x1b h7 yd5 ff1 fs5 fc0 sc0 ls0 ws0">…</div><div class="t m45 x83 h7 yd6 ff1 fs5 fc0 sc0 ls0 ws0">...</div><div class="t m42 x84 h7 yd7 ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t m79 x85 h7 yd8 ff1 fs5 fc0 sc0 ls0 ws0">..…..</div><div class="t m42 x86 h7 yd9 ff1 fs5 fc0 sc0 ls0 ws0">.<span class="_ _9"> </span>.<span class="_ _9"> </span>.</div><div class="t m8 x87 h7 yda ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t m7a x88 h7 ydb ff1 fs5 fc0 sc0 ls0 ws0">…......</div><div class="t m7b x89 h7 ydc ff1 fs5 fc0 sc0 ls0 ws0">..…..</div><div class="t m45 x8a h7 ydd ff1 fs5 fc0 sc0 ls0 ws0">...</div><div class="t m8 x8b h7 yde ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t m7c x8c h7 ydf ff1 fs5 fc0 sc0 ls0 ws0">…</div><div class="t m57 x6b h7 ye0 ff1 fs5 fc0 sc0 ls0 ws0">1</div><div class="t m7d x56 h7 ye1 ff1 fs5 fc0 sc0 ls0 ws0">7</div><div class="t m7e x7b hf ye2 ff1 fsd fc0 sc0 ls0 ws0">2.2</div><div class="t m7f x17 hf ye3 ff1 fsd fc0 sc0 ls0 ws0">像素点及局部图像.........</div><div class="t m80 x8d hf ye4 ff1 fsd fc0 sc0 ls0 ws0">...</div><div class="t m81 x8e hf ye5 ff1 fsd fc0 sc0 ls0 ws0">.....</div><div class="t m82 x8f hf ye6 ff1 fsd fc0 sc0 ls0 ws0">..</div><div class="t m80 x90 hf ye7 ff1 fsd fc0 sc0 ls0 ws0">...</div><div class="t m83 x49 hf ye8 ff1 fsd fc0 sc0 ls0 ws0">…</div><div class="t m84 x91 hf ye9 ff1 fsd fc0 sc0 ls0 ws0">·</div><div class="t mb x40 h8 yea ff2 fs6 fc0 sc0 ls0 ws0">·<span class="_"> </span>…</div><div class="t md x92 h8 yeb ff2 fs6 fc0 sc0 ls3 ws0">.....</div><div class="t mb x93 h8 yec ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m85 x94 h8 yed ff2 fs6 fc0 sc0 ls3 ws0">..….......…</div><div class="t m86 x2c h8 yee ff2 fs6 fc0 sc0 ls3 ws0">……</div><div class="t mb x4f h8 yef ff2 fs6 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>....<span class="_ _2"></span>.</div><div class="t m87 x70 h8 yf0 ff2 fs6 fc0 sc0 ls3 ws0">.…</div><div class="t m88 x3c h8 yf1 ff2 fs6 fc0 sc0 ls1 ws0">………………</div><div class="t m15 x6b h9 yf2 ff3 fs7 fc0 sc0 ls0 ws0">1<span class="_ _c"></span>8 </div><div class="t m89 x7b hc yf3 ff1 fsa fc0 sc0 ls0 ws0">2.3</div><div class="t m8a xa hc yf4 ff1 fsa fc0 sc0 ls0 ws0">基本线条操作</div><div class="t m8b x5b h8 yf5 ff2 fs6 fc0 sc0 ls1 ws0">……·</div><div class="t mb x95 h8 yf6 ff2 fs6 fc0 sc0 ls13 ws0">·…</div><div class="t m8c x49 h8 yf7 ff2 fs6 fc0 sc0 ls3 ws0">……………</div><div class="t m2e x4a h8 yf8 ff2 fs6 fc0 sc0 ls3 ws0">....</div><div class="t mb x96 h8 yf9 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t m8d x69 h8 yfa ff2 fs6 fc0 sc0 ls1 ws0">.......…</div><div class="t mb x2b h8 yfb ff2 fs6 fc0 sc0 ls0 ws0">… </div><div class="t m2e x86 h8 yfc ff2 fs6 fc0 sc0 ls3 ws0">····</div><div class="t mb x70 h8 yfd ff2 fs6 fc0 sc0 ls0 ws0">·</div><div class="t m8e x88 h8 yfe ff2 fs6 fc0 sc0 ls3 ws0">··</div><div class="t mb x50 h8 yff ff2 fs6 fc0 sc0 ls0 ws0">·</div><div class="t m8f x3c h8 y100 ff2 fs6 fc0 sc0 ls1 ws0">·…………</div><div class="t mb x97 h8 y101 ff2 fs6 fc0 sc0 ls0 ws0">.. </div><div class="t m90 x6b h9 y102 ff3 fs7 fc0 sc0 lsf ws0">19 </div><div class="t m91 x7b h2 y103 ff1 fs0 fc0 sc0 ls0 ws0">2.4</div><div class="t m92 x17 h2 y104 ff1 fs0 fc0 sc0 ls0 ws0">平移…….</div><div class="t m93 x75 h2 y105 ff1 fs0 fc0 sc0 ls0 ws0">.</div><div class="t m94 x98 h2 y106 ff1 fs0 fc0 sc0 ls0 ws0">...</div><div class="t m95 x99 h2 y107 ff1 fs0 fc0 sc0 ls0 ws0">..</div><div class="t m93 x9a h2 y108 ff1 fs0 fc0 sc0 ls0 ws0">.</div><div class="t m96 x9b h2 y109 ff1 fs0 fc0 sc0 ls0 ws0">………·…....</div><div class="t m93 x8e h2 y10a ff1 fs0 fc0 sc0 ls0 ws0">.<span class="_ _10"> </span>.</div><div class="t m97 x64 h2 y10b ff1 fs0 fc0 sc0 ls0 ws0">.…</div><div class="t m93 x9c h2 y10c ff1 fs0 fc0 sc0 ls0 ws0">.</div><div class="t m98 x90 h2 y10d ff1 fs0 fc0 sc0 ls0 ws0">......…</div><div class="t m99 x9d h2 y10e ff1 fs0 fc0 sc0 ls0 ws0">··</div><div class="t m9a x79 h2 y10f ff1 fs0 fc0 sc0 ls0 ws0">．．．．．</div><div class="t m94 x68 h2 y110 ff1 fs0 fc0 sc0 ls0 ws0">．．</div><div class="t m9b x69 h2 y111 ff1 fs0 fc0 sc0 ls0 ws0">．．</div><div class="t m9c x93 h2 y112 ff1 fs0 fc0 sc0 ls0 ws0">．</div><div class="t m9d x94 h2 y113 ff1 fs0 fc0 sc0 ls0 ws0">…………………………………………………..</div><div class="t m15 x35 h9 y114 ff3 fs7 fc0 sc0 ls14 ws0">20 </div><div class="t m9e x7b ha y115 ff1 fs8 fc0 sc0 ls0 ws0">2.5</div><div class="t m4f xa ha y116 ff1 fs8 fc0 sc0 ls0 ws0">旋转</div><div class="t m9f x36 ha y117 ff1 fs8 fc0 sc0 ls0 ws0">…</div><div class="t ma0 x3d h8 y118 ff2 fs6 fc0 sc0 ls3 ws0">……</div><div class="t ma1 x9a h8 y119 ff2 fs6 fc0 sc0 ls3 ws0">………. </div><div class="t m25 x9e h8 y11a ff2 fs6 fc0 sc0 ls3 ws0">···<span class="_ _3"> </span>··· </div><div class="t mb x63 h8 y11b ff2 fs6 fc0 sc0 ls0 ws0">·</div><div class="t m63 x9f h8 y11c ff2 fs6 fc0 sc0 ls3 ws0">······</div><div class="t mb x95 h8 y11d ff2 fs6 fc0 sc0 ls0 ws0">· <span class="_ _2"></span>·</div><div class="t ma2 x7d h8 y11e ff2 fs6 fc0 sc0 ls3 ws0">······ </div><div class="t mb x25 h8 y11f ff2 fs6 fc0 sc0 ls0 ws0">…</div><div class="t m2e x4a h8 y120 ff2 fs6 fc0 sc0 ls3 ws0">....</div><div class="t mb x96 h8 y121 ff2 fs6 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>. <span class="_ _2"></span>··</div><div class="t m8e xa0 h8 y122 ff2 fs6 fc0 sc0 ls3 ws0">··</div><div class="t ma3 x4b h8 y123 ff2 fs6 fc0 sc0 ls1 ws0">··………</div><div class="t m1a xa1 h8 y124 ff2 fs6 fc0 sc0 ls3 ws0">...</div><div class="t ma4 x70 h8 y125 ff2 fs6 fc0 sc0 ls1 ws0">...………</div><div class="t ma5 x53 h8 y126 ff2 fs6 fc0 sc0 ls3 ws0">……. </div><div class="t m15 x35 h9 y127 ff3 fs7 fc0 sc0 ls15 ws0">20 </div><div class="t ma6 x7b h10 y128 ff1 fse fc0 sc0 ls0 ws0">2.6</div><div class="t ma7 xa h10 y129 ff1 fse fc0 sc0 ls0 ws0">缩放…………</div><div class="t mb x47 h8 y12a ff2 fs6 fc0 sc0 ls0 ws0">…</div><div class="t ma1 x48 h8 y12b ff2 fs6 fc0 sc0 ls3 ws0">……·…</div><div class="t mb x91 h8 y12c ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _6"></span><span class="ls16">..............<span class="_ _1"></span><span class="ls0">…</span></span></div><div class="t m25 x81 h8 y12d ff2 fs6 fc0 sc0 ls3 ws0">···</div><div class="t mb x4b h8 y12e ff2 fs6 fc0 sc0 ls0 ws0">··</div><div class="t ma8 x4c h8 y12f ff2 fs6 fc0 sc0 ls1 ws0">··…</div><div class="t ma9 x83 h8 y130 ff2 fs6 fc0 sc0 ls3 ws0">……················</div><div class="t mb xa2 h8 y131 ff2 fs6 fc0 sc0 ls0 ws0">·</div><div class="t m2e xa3 h8 y132 ff2 fs6 fc0 sc0 ls3 ws0">····</div><div class="t mb xa4 h8 y133 ff2 fs6 fc0 sc0 ls0 ws0">·</div><div class="t maa xa5 h8 y134 ff2 fs6 fc0 sc0 ls3 ws0">··</div><div class="t mb xa6 h8 y135 ff2 fs6 fc0 sc0 ls0 ws0">·<span class="ls17">···········</span></div><div class="t m2e xa7 h8 y136 ff2 fs6 fc0 sc0 ls3 ws0">···· </div><div class="t mab x35 h9 y137 ff3 fs7 fc0 sc0 lsf ws0">21 </div><div class="t mac x20 h2 y138 ff1 fs0 fc0 sc0 ls0 ws0">2.6.1</div><div class="t mad x22 h2 y139 ff1 fs0 fc0 sc0 ls0 ws0">邻近捅值</div><div class="t mae xa8 h2 y13a ff1 fs0 fc0 sc0 ls0 ws0">…</div><div class="t maf x77 h2 y13b ff1 fs0 fc0 sc0 ls0 ws0">....</div><div class="t m95 xa9 h2 y13c ff1 fs0 fc0 sc0 ls0 ws0">..</div><div class="t m93 x61 h2 y13d ff1 fs0 fc0 sc0 ls0 ws0">.<span class="_ _10"> </span>.</div><div class="t m8e x9f h8 y13e ff2 fs6 fc0 sc0 ls3 ws0">··</div><div class="t mb x48 h8 y13f ff2 fs6 fc0 sc0 ls0 ws0">··<span class="_ _2"></span>··<span class="_ _2"></span>·</div><div class="t mb0 x9c h8 y140 ff2 fs6 fc0 sc0 ls1 ws0">……… </div><div class="t mb x4a h8 y141 ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _0"></span>…<span class="_ _11"> </span>..</div><div class="t mb1 xa0 h8 y142 ff2 fs6 fc0 sc0 ls1 ws0">.....… </div><div class="t mb2 x4e h8 y143 ff2 fs6 fc0 sc0 ls1 ws0">……...</div><div class="t mb x51 h8 y144 ff2 fs6 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t mb3 xaa h8 y145 ff2 fs6 fc0 sc0 ls1 ws0">.…</div><div class="t mb4 x89 h8 y146 ff2 fs6 fc0 sc0 ls1 ws0">………. </div><div class="t m15 x35 h9 y147 ff3 fs7 fc0 sc0 ls15 ws0">22 </div><div class="t m22 x20 hc y148 ff1 fsa fc0 sc0 ls0 ws0">262</div><div class="t mb5 x22 hc y149 ff1 fsa fc0 sc0 ls0 ws0">双线性插值</div><div class="t mb6 x77 hc y14a ff1 fsa fc0 sc0 ls0 ws0">.</div><div class="t mb7 xab hc y14b ff1 fsa fc0 sc0 ls0 ws0">...</div><div class="t mb6 xa9 hc y14c ff1 fsa fc0 sc0 ls0 ws0">.</div><div class="t mb8 xac hc y14d ff1 fsa fc0 sc0 ls0 ws0">.....</div><div class="t mb7 x9f hc y14e ff1 fsa fc0 sc0 ls0 ws0">...</div><div class="t mb6 x64 hc y14f ff1 fsa fc0 sc0 ls0 ws0">.<span class="_ _12"> </span>.<span class="_ _12"> </span>.</div><div class="t mb9 x8f hc y150 ff1 fsa fc0 sc0 ls0 ws0">..</div><div class="t mb6 x90 hc y151 ff1 fsa fc0 sc0 ls0 ws0">.<span class="_ _12"> </span>.</div><div class="t mba xad hc y152 ff1 fsa fc0 sc0 ls0 ws0">.…</div><div class="t mbb x91 hc y153 ff1 fsa fc0 sc0 ls0 ws0">…．</div><div class="t mbc xae hc y154 ff1 fsa fc0 sc0 ls0 ws0">…………………………………………</div><div class="t mbd xaa hc y155 ff1 fsa fc0 sc0 ls0 ws0">E</div><div class="t mbe xaf hc y156 ff1 fsa fc0 sc0 ls0 ws0">…………………</div><div class="t mbf x35 hc y157 ff1 fsa fc0 sc0 ls0 ws0">2</div><div class="t mc0 x7b h3 y158 ff1 fs1 fc0 sc0 ls0 ws0">2.7</div><div class="t mc1 xa h3 y159 ff1 fs1 fc0 sc0 ls0 ws0">翻转</div><div class="t mc2 xb0 h3 y15a ff1 fs1 fc0 sc0 ls0 ws0">－</div><div class="t mc3 xb1 h8 y15b ff2 fs6 fc0 sc0 ls1 ws0">.......………………</div><div class="t mc4 x91 h8 y15c ff2 fs6 fc0 sc0 ls1 ws0">………</div><div class="t mb x67 h8 y15d ff2 fs6 fc0 sc0 ls18 ws0">……......…</div><div class="t mc5 xb2 h8 y15e ff2 fs6 fc0 sc0 ls1 ws0">….</div><div class="t mc6 x86 h8 y15f ff2 fs6 fc0 sc0 ls1 ws0">.......…… </div><div class="t mb xb3 h8 y160 ff2 fs6 fc0 sc0 ls0 ws0">…</div><div class="t mc7 xa7 h8 y161 ff2 fs6 fc0 sc0 ls3 ws0">…. </div><div class="t m15 x35 h9 y162 ff3 fs7 fc0 sc0 ls15 ws0">23 </div><div class="t mc8 x7b h7 y163 ff1 fs5 fc0 sc0 ls0 ws0">2.8</div><div class="t mc9 xa h7 y164 ff1 fs5 fc0 sc0 ls0 ws0">裁剪……….</div><div class="t mca xb1 h7 y165 ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t mcb x99 h7 y166 ff1 fs5 fc0 sc0 ls0 ws0">……………………</div><div class="t mcc x8e h7 y167 ff1 fs5 fc0 sc0 ls0 ws0">……………………....</div><div class="t mcd x93 h7 y168 ff1 fs5 fc0 sc0 ls0 ws0">....</div><div class="t m42 xb4 h7 y169 ff1 fs5 fc0 sc0 ls0 ws0">.<span class="_ _9"> </span>.</div><div class="t m8 xb5 h7 y16a ff1 fs5 fc0 sc0 ls0 ws0">..</div><div class="t mce xb6 h7 y16b ff1 fs5 fc0 sc0 ls0 ws0">....….......</div><div class="t mcf xb7 h7 y16c ff1 fs5 fc0 sc0 ls0 ws0">…………..</div><div class="t m3a xb8 h7 y16d ff1 fs5 fc0 sc0 ls0 ws0">.</div><div class="t md0 xaf h7 y16e ff1 fs5 fc0 sc0 ls0 ws0">....……</div><div class="t m49 x8a h7 y16f ff1 fs5 fc0 sc0 ls0 ws0">·</div><div class="t m5a x8b h7 y170 ff1 fs5 fc0 sc0 ls0 ws0">…..</div><div class="t m15 x35 h9 y171 ff3 fs7 fc0 sc0 ls15 ws0">23 </div><div class="t md1 x7b ha y172 ff1 fs8 fc0 sc0 ls0 ws0">29</div><div class="t md2 xa ha y173 ff1 fs8 fc0 sc0 ls0 ws0">算术操作……………</div><div class="t md3 x8d h11 y174 ff2 fsf fc0 sc0 ls0 ws0">I </div><div class="t md4 x8e h8 y175 ff2 fs6 fc0 sc0 ls3 ws0">••••</div><div class="t md5 xb9 h8 y176 ff2 fs6 fc0 sc0 ls3 ws0">•••…···</div><div class="t mb xba h8 y177 ff2 fs6 fc0 sc0 ls0 ws0">·<span class="ls19">··········<span class="_ _1"></span><span class="ls1a">·….. </span></span></div><div class="t md6 x81 h8 y178 ff2 fs6 fc0 sc0 ls3 ws0">.....</div><div class="t m2e x4c h8 y179 ff2 fs6 fc0 sc0 ls3 ws0">.... </div><div class="t mb xbb h8 y17a ff2 fs6 fc0 sc0 ls0 ws0">. <span class="_ _2"></span>. <span class="_ _9"> </span>. </div><div class="t md7 xbc h8 y17b ff2 fs6 fc0 sc0 ls1 ws0">·······…</div><div class="t mb xbd h8 y17c ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _13"> </span>· </div><div class="t mb xa7 h8 y17d ff2 fs6 fc0 sc0 ls0 ws0">…<span class="_ _6"></span>. </div><div class="t md8 x35 h9 y17e ff3 fs7 fc0 sc0 lsf ws0">23 </div><div class="t m15 x7b h9 y17f ff3 fs7 fc0 sc0 ls0 ws0">2 </div><div class="t md9 x7c h12 y180 ff3 fs10 fc0 sc0 ls0 ws0">I<span class="_ _b"></span>O </div><div class="t mc1 xbe h3 y181 ff1 fs1 fc0 sc0 ls0 ws0">位操作</div><div class="t mda xbf h3 y182 ff1 fs1 fc0 sc0 ls0 ws0">………………………….......</div><div class="t mdb xc0 h3 y183 ff1 fs1 fc0 sc0 ls0 ws0">.</div><div class="t mdc xc1 h3 y184 ff1 fs1 fc0 sc0 ls0 ws0">…….</div><div class="t mdb xc2 h3 y185 ff1 fs1 fc0 sc0 ls0 ws0">.</div><div class="t mdd xc3 h3 y186 ff1 fs1 fc0 sc0 ls0 ws0">...</div><div class="t mde xc4 h3 y187 ff1 fs1 fc0 sc0 ls0 ws0">..</div><div class="t mdf x81 h3 y188 ff1 fs1 fc0 sc0 ls0 ws0">……………………..</div><div class="t me0 x3 h3 y189 ff1 fs1 fc0 sc0 ls0 ws0">.</div><div class="t me1 xbc h3 y18a ff1 fs1 fc0 sc0 ls0 ws0">……………..</div><div class="t me2 xc5 h3 y18b ff1 fs1 fc0 sc0 ls0 ws0">…………..</div><div class="t m15 x35 h9 y18c ff3 fs7 fc0 sc0 ls1b ws0">24 </div><div class="t me3 x7b hc y18d ff1 fsa fc0 sc0 ls0 ws0">2<span class="_ _14"> </span>门</div><div class="t me4 xbe hc y18e ff1 fsa fc0 sc0 ls0 ws0">Masking</div><div class="t me5 xc6 hc y18f ff1 fsa fc0 sc0 ls0 ws0">操作</div><div class="t me6 xc7 hc y190 ff1 fsa fc0 sc0 ls0 ws0">………·</div><div class="t me7 x5c h8 y191 ff2 fs6 fc0 sc0 ls1 ws0">…·</div><div class="t me8 x9c h8 y192 ff2 fs6 fc0 sc0 ls3 ws0">·-</div><div class="t mb x7d h8 y193 ff2 fs6 fc0 sc0 ls0 ws0">…</div><div class="t m2e x7e h8 y194 ff2 fs6 fc0 sc0 ls3 ws0">....</div><div class="t mb xc0 h8 y195 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t me9 x26 h8 y196 ff2 fs6 fc0 sc0 ls1 ws0">………</div><div class="t mb x4b h8 y197 ff2 fs6 fc0 sc0 ls0 ws0">··-</div><div class="t mea x4d h8 y198 ff2 fs6 fc0 sc0 ls1 ws0">……… </div><div class="t meb xa1 h8 y199 ff2 fs6 fc0 sc0 ls3 ws0">…...</div><div class="t mb xc8 h8 y19a ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t mc xc9 h8 y19b ff2 fs6 fc0 sc0 ls3 ws0">..</div><div class="t mb xa3 h8 y19c ff2 fs6 fc0 sc0 ls0 ws0">. </div><div class="t mec xa5 h8 y19d ff2 fs6 fc0 sc0 ls1 ws0">…………</div><div class="t md8 x35 h9 y19e ff3 fs7 fc0 sc0 lsf ws0">25 </div><div class="t med x8 h10 y19f ff1 fse fc0 sc0 ls0 ws0">2.</div><div class="t mee xca h10 y1a0 ff1 fse fc0 sc0 ls0 ws0">1</div><div class="t mef xcb h10 y1a1 ff1 fse fc0 sc0 ls0 ws0">2</div><div class="t mf0 xbe h10 y1a2 ff1 fse fc0 sc0 ls0 ws0">色彩通道分离与融合..............…···</div><div class="t mf1 xcc h10 y1a3 ff1 fse fc0 sc0 ls0 ws0">·</div><div class="t mf2 xcd h10 y1a4 ff1 fse fc0 sc0 ls0 ws0">··………………………………………………</div><div class="t mf3 xce h10 y1a5 ff1 fse fc0 sc0 ls0 ws0">…</div><div class="t mf4 xc5 h10 y1a6 ff1 fse fc0 sc0 ls0 ws0">…………..</div><div class="t m15 x6b h9 y1a7 ff3 fs7 fc0 sc0 ls14 ws0">26 </div><div class="t m6b x7b ha y1a8 ff1 fs8 fc0 sc0 ls0 ws0">2</div><div class="t mf5 x7c ha y1a9 ff1 fs8 fc0 sc0 ls0 ws0">日颜色</div><div class="t mf6 xcf ha y1aa ff1 fs8 fc0 sc0 ls0 ws0">空</div><div class="t mf7 xbf ha y1ab ff1 fs8 fc0 sc0 ls0 ws0">间转换…</div><div class="t mf8 xa8 ha y1ac ff1 fs8 fc0 sc0 ls0 ws0">……</div><div class="t mf9 xac ha y1ad ff1 fs8 fc0 sc0 ls0 ws0">……….....</div><div class="t m6d xc0 ha y1ae ff1 fs8 fc0 sc0 ls0 ws0">.<span class="_ _15"> </span>.</div><div class="t mfa xae h8 y1af ff2 fs6 fc0 sc0 ls1 ws0">…… </div><div class="t mfb x81 h8 y1b0 ff2 fs6 fc0 sc0 ls1 ws0">…·……· </div><div class="t mfc xb7 h8 y1b1 ff2 fs6 fc0 sc0 ls1 ws0">…......</div><div class="t mb xd0 h8 y1b2 ff2 fs6 fc0 sc0 ls0 ws0">.</div><div class="t ma8 xa3 h8 y1b3 ff2 fs6 fc0 sc0 ls1 ws0">..… </div><div class="t mb xd1 h8 y1b4 ff2 fs6 fc0 sc0 ls0 ws0">• </div><div class="t ma0 xd2 h8 y1b5 ff2 fs6 fc0 sc0 ls3 ws0">……</div><div class="t mb xd3 h9 y1b6 ff2 fs6 fc0 sc0 ls0 ws0">. <span class="_ _c"></span><span class="ff3 fs7 ls15">27 </span></div><div class="t mfd xd4 h13 y1b7 ff4 fs11 fc0 sc0 ls0 ws0"><span class="fc0 sc0">φ </span></div><div class="t mfe xd5 h3 y1b8 ff1 fs1 fc0 sc0 ls0 ws0">严禁网</div><div class="t mff x48 h3 y1b9 ff1 fs1 fc0 sc0 ls0 ws0">络传</div><div class="t m100 xd6 h3 y1ba ff1 fs1 fc0 sc0 ls0 ws0">播本</div><div class="t m29 xd7 h3 y1bb ff1 fs1 fc0 sc0 ls0 ws0">P<span class="_ _1"> </span>D<span class="_ _4"> </span>F</div><div class="t m101 xd8 h3 y1bc ff1 fs1 fc0 sc0 ls0 ws0">，违者责任自负</div><div class="t mde xd9 h3 y1bd ff1 fs1 fc0 sc0 ls0 ws0">！</div><div class="t m102 xda h14 y1be ff1 fs12 fc0 sc0 ls0 ws0">唱</div></div><div class="pi" data-data='{"ctm":[1.925855,0.000000,0.000000,1.925855,0.000000,0.000000]}'></div></div></body></html>
<div id="pf2" class="pf w2 h15" data-page-no="2"><div class="pc pc2 w2 h15"><img class="bi x0 y0 w3 h16" alt="" src="https://csdnimg.cn/release/download_crawler_static/11391629/bg2.jpg"><div class="t m103 x1 h17 y1bf ff5 fs13 fc0 sc0 ls0 ws0">版权所有，严禁传播，违者自负法律责任</div><div class="t m104 x2 h17 y1c0 ff5 fs13 fc0 sc0 ls0 ws0">！</div><div class="t m105 x3 h18 y1c1 ff5 fs14 fc0 sc0 ls0 ws0">非卖品，仅供非</div><div class="t m106 xdb h18 y1c2 ff5 fs14 fc0 sc0 ls0 ws0">商</div><div class="t m107 x34 h18 y1c3 ff5 fs14 fc0 sc0 ls0 ws0">业用途或</div><div class="t m108 xdc h18 y1c4 ff5 fs14 fc0 sc0 ls0 ws0">交流学</div><div class="t m109 xdd h18 y1c5 ff5 fs14 fc0 sc0 ls0 ws0">习使用</div><div class="t m10a xde h19 y1c6 ff5 fs15 fc0 sc0 ls0 ws0">深度学习实践：计算机视觉</div><div class="t m10b xdf h1a y1c7 ff5 fs16 fc0 sc0 ls0 ws0">2.14</div><div class="t m10c x73 h1a y1c8 ff5 fs16 fc0 sc0 ls0 ws0">颜色</div><div class="t m10d x46 h1a y1c9 ff5 fs16 fc0 sc0 ls0 ws0">直<span class="_ _b"></span>方图</div><div class="t m10e xe0 h1a y1ca ff5 fs16 fc0 sc0 ls0 ws0">·<span class="_ _16"> </span>·</div><div class="t m10f xe1 h1b y1cb ff6 fs17 fc0 sc0 ls1c ws0">………………….....…………··………………………………………………</div><div class="t m110 xe2 h1c y1cc ff7 fs18 fc0 sc0 ls1d ws0">·28 </div><div class="t m111 xdf h1d y1cd ff5 fs19 fc0 sc0 ls0 ws0">2</div><div class="t m112 xe3 h1d y1ce ff5 fs19 fc0 sc0 ls0 ws0">巴平滑与模糊.....….</div><div class="t m113 x76 h1d y1cf ff5 fs19 fc0 sc0 ls0 ws0">.</div><div class="t m114 xe4 h1d y1d0 ff5 fs19 fc0 sc0 ls0 ws0">............……………………………………....</div><div class="t m115 xe5 h1d y1d1 ff5 fs19 fc0 sc0 ls0 ws0">..</div><div class="t m116 x6a h1d y1d2 ff5 fs19 fc0 sc0 ls0 ws0">.………·</div><div class="t m110 x35 h1c y1d3 ff7 fs18 fc0 sc0 ls1e ws0">··29 </div><div class="t m117 xdf h18 y1d4 ff5 fs14 fc0 sc0 ls0 ws0">2.16</div><div class="t m118 x73 h18 y1d5 ff5 fs14 fc0 sc0 ls0 ws0">边缘检测…….....</div><div class="t m119 x76 h18 y1d6 ff5 fs14 fc0 sc0 ls0 ws0">.</div><div class="t m11a xe4 h18 y1d7 ff5 fs14 fc0 sc0 ls0 ws0">…··</div><div class="t m11b xd5 h18 y1d8 ff5 fs14 fc0 sc0 ls0 ws0">·</div><div class="t m11c xe6 h18 y1d9 ff5 fs14 fc0 sc0 ls0 ws0">······</div><div class="t m11b xe7 h18 y1da ff5 fs14 fc0 sc0 ls0 ws0">·</div><div class="t m11d xe8 h18 y1db ff5 fs14 fc0 sc0 ls0 ws0">············…</div><div class="t m119 x25 h18 y1dc ff5 fs14 fc0 sc0 ls0 ws0">.<span class="_ _17"> </span>.</div><div class="t m11e x66 h18 y1dd ff5 fs14 fc0 sc0 ls0 ws0">..</div><div class="t m119 x27 h18 y1de ff5 fs14 fc0 sc0 ls0 ws0">.<span class="_ _17"> </span>.</div><div class="t m11f xc2 h1b y1df ff6 fs17 fc0 sc0 ls1f ws0">……......……</div><div class="t m120 x3b h1e y1e0 ff6 fs1a fc0 sc0 ls0 ws0">I </div><div class="t m121 x11 h1b y1e1 ff6 fs17 fc0 sc0 ls0 ws0">•<span class="_ _c"></span>•</div><div class="t m122 x3c h1b y1e2 ff6 fs17 fc0 sc0 ls1c ws0">•••</div><div class="t m123 xe5 h1b y1e3 ff6 fs17 fc0 sc0 ls1f ws0">••………·…</div><div class="t m124 xe9 h1c y1e4 ff7 fs18 fc0 sc0 ls20 ws0">31 </div><div class="t m125 xdf h1f y1e5 ff5 fs1b fc0 sc0 ls0 ws0">2</div><div class="t m126 x7 h1f y1e6 ff5 fs1b fc0 sc0 ls0 ws0">.</div><div class="t m127 xea h1f y1e7 ff5 fs1b fc0 sc0 ls0 ws0">17</div><div class="t m128 x73 h1f y1e8 ff5 fs1b fc0 sc0 ls0 ws0">人</div><div class="t m129 xeb h1f y1e9 ff5 fs1b fc0 sc0 ls0 ws0">脸和眼睛检测</div><div class="t m128 x59 h1f y1ea ff5 fs1b fc0 sc0 ls0 ws0">示</div><div class="t m12a xec h1f y1eb ff5 fs1b fc0 sc0 ls0 ws0">例…·············</div><div class="t m12b xed h1f y1ec ff5 fs1b fc0 sc0 ls0 ws0">·</div><div class="t m12c x55 h1f y1ed ff5 fs1b fc0 sc0 ls0 ws0">···</div><div class="t m12d xee h1f y1ee ff5 fs1b fc0 sc0 ls0 ws0">…··</div><div class="t m12e xd8 h1f y1ef ff5 fs1b fc0 sc0 ls0 ws0">－</div><div class="t m12f xef h1f y1f0 ff5 fs1b fc0 sc0 ls0 ws0">…</div><div class="t m130 xf0 h1f y1f1 ff5 fs1b fc0 sc0 ls0 ws0">…</div><div class="t m131 xf1 h1f y1f2 ff5 fs1b fc0 sc0 ls0 ws0">…</div><div class="t m132 xf2 h1b y1f3 ff6 fs17 fc0 sc0 ls1f ws0">……………………………</div><div class="t m110 xe9 h1c y1f4 ff7 fs18 fc0 sc0 ls21 ws0">32 </div><div class="t m110 xdf h1c y1f5 ff7 fs18 fc0 sc0 ls0 ws0">2 </div><div class="t m127 xea h1f y1f6 ff5 fs1b fc0 sc0 ls0 ws0">18</div><div class="t m133 x73 h1f y1f7 ff5 fs1b fc0 sc0 ls0 ws0">本</div><div class="t m131 xeb h1f y1f8 ff5 fs1b fc0 sc0 ls0 ws0">章</div><div class="t m133 xf3 h1f y1f9 ff5 fs1b fc0 sc0 ls0 ws0">总结</div><div class="t m134 xe0 h1b y1fa ff6 fs17 fc0 sc0 ls1f ws0">………</div><div class="t m121 xf4 h1b y1fb ff6 fs17 fc0 sc0 ls0 ws0">…<span class="_ _0"></span>…<span class="_ _6"></span>·<span class="_ _c"></span>··<span class="ls22">·················<span class="_ _4"></span></span>···</div><div class="t m135 xf5 h1b y1fc ff6 fs17 fc0 sc0 ls1f ws0">………………………………… </div><div class="t m136 xf6 h1b y1fd ff6 fs17 fc0 sc0 ls1c ws0">………</div><div class="t m110 xe2 h1c y1fe ff7 fs18 fc0 sc0 ls1d ws0">·35 </div><div class="t m137 xf7 h1f y1ff ff5 fs1b fc0 sc0 ls0 ws0">第</div><div class="t m138 xf8 h1f y200 ff5 fs1b fc0 sc0 ls0 ws0">3</div><div class="t m139 xdf h1f y201 ff5 fs1b fc0 sc0 ls0 ws0">章常见深度学习框架……………………………</div><div class="t m13a xf9 h1b y202 ff6 fs17 fc0 sc0 ls1f ws0">………… </div><div class="t m13b x88 h1b y203 ff6 fs17 fc0 sc0 ls1c ws0">………</div><div class="t m121 x12 h1b y204 ff6 fs17 fc0 sc0 ls0 ws0">.<span class="_ _b"></span><span class="ls23">.... </span></div><div class="t m13c xfa h1b y205 ff6 fs17 fc0 sc0 ls1c ws0">……</div><div class="t m121 xe2 h20 y206 ff6 fs1c fc0 sc0 ls0 ws0">·<span class="ls24">36 </span></div><div class="t m13d xfb h1c y207 ff7 fs18 fc0 sc0 ls20 ws0">3.1 </div><div class="t m13e xfc h21 y208 ff7 fs1d fc0 sc0 ls25 ws0">PyTorch</div><div class="t m13f x37 h1b y209 ff6 fs17 fc0 sc0 ls1c ws0">……</div><div class="t m140 x2 h1b y20a ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m141 xfd h1b y20b ff6 fs17 fc0 sc0 ls1f ws0">...………·····················……………………··…</div><div class="t m121 x43 h1b y20c ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m140 x70 h1b y20d ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m121 x11 h1b y20e ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m142 xfe h1b y20f ff6 fs17 fc0 sc0 ls1f ws0">...…</div><div class="t m121 x53 h1b y210 ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.<span class="ls26">...... </span></div><div class="t m121 xe9 h1c y211 ff7 fs18 fc0 sc0 ls21 ws0">38 </div><div class="t m121 xa h1c y212 ff7 fs18 fc0 sc0 ls0 ws0">3<span class="_ _b"></span>.<span class="_ _1"></span>1 </div><div class="t m13e xff h21 y213 ff7 fs1d fc0 sc0 ls0 ws0">I <span class="_ _18"> </span><span class="ls27">Tensor<span class="_ _b"></span></span>·</div><div class="t m143 x100 h1b y214 ff6 fs17 fc0 sc0 ls1f ws0">…………………</div><div class="t m121 x26 h1b y215 ff6 fs17 fc0 sc0 ls28 ws0">…........……</div><div class="t m144 x101 h1b y216 ff6 fs17 fc0 sc0 ls1f ws0">………</div><div class="t m121 x43 h1b y217 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m140 x102 h1b y218 ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m121 x70 h1b y219 ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m145 xfe h1b y21a ff6 fs17 fc0 sc0 ls1f ws0">..…</div><div class="t m146 x72 h1b y21b ff6 fs17 fc0 sc0 ls1c ws0">··-</div><div class="t m121 x103 h1b y21c ff6 fs17 fc0 sc0 ls0 ws0">…<span class="_ _6"></span>. </div><div class="t m121 xe9 h1c y21d ff7 fs18 fc0 sc0 ls21 ws0">39 </div><div class="t m147 xa h1c y21e ff7 fs18 fc0 sc0 ls20 ws0">3. </div><div class="t m13e xeb h21 y21f ff7 fs1d fc0 sc0 ls0 ws0">I </div><div class="t m148 x21 h1c y220 ff7 fs18 fc0 sc0 ls20 ws0">.2 </div><div class="t m13e x74 h21 y221 ff7 fs1d fc0 sc0 ls29 ws0">Autograd</div><div class="t m121 x76 h1b y222 ff6 fs17 fc0 sc0 ls2a ws0">………………....<span class="_ _b"></span><span class="ls0">.</span></div><div class="t m149 x104 h1b y223 ff6 fs17 fc0 sc0 ls1c ws0">....…......</div><div class="t m121 x92 h1b y224 ff6 fs17 fc0 sc0 ls0 ws0">..</div><div class="t m14a x105 h1b y225 ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m121 x94 h1b y226 ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m14b x6e h1b y227 ff6 fs17 fc0 sc0 ls1f ws0">…………..</div><div class="t m121 xf h1b y228 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m14c x43 h1b y229 ff6 fs17 fc0 sc0 ls1f ws0">......…………</div><div class="t m110 xe9 h1c y22a ff7 fs18 fc0 sc0 ls2b ws0">42 </div><div class="t m110 xa h1c y22b ff7 fs18 fc0 sc0 ls0 ws0">3 <span class="_ _1"></span>1 3 </div><div class="t m13e x106 h21 y22c ff7 fs1d fc0 sc0 ls2c ws0">Torch.nn</div><div class="t m14d x107 h1b y22d ff6 fs17 fc0 sc0 ls1f ws0">…….....……</div><div class="t m121 x28 h1b y22e ff6 fs17 fc0 sc0 ls0 ws0">·</div><div class="t m14e x108 h1b y22f ff6 fs17 fc0 sc0 ls1c ws0">······</div><div class="t m121 x69 h1b y230 ff6 fs17 fc0 sc0 ls0 ws0">·</div><div class="t m14f x29 h1b y231 ff6 fs17 fc0 sc0 ls1c ws0">…………….........………….........……………</div><div class="t m150 xe9 h1c y232 ff7 fs18 fc0 sc0 ls20 ws0">43 </div><div class="t m110 xfb h1c y233 ff7 fs18 fc0 sc0 ls2d ws0">3.2 </div><div class="t m151 xfc h21 y234 ff7 fs1d fc0 sc0 ls2e ws0">Chainer</div><div class="t m152 x109 h1b y235 ff6 fs17 fc0 sc0 ls1c ws0">……………………........……………</div><div class="t m153 x26 h1b y236 ff6 fs17 fc0 sc0 ls1f ws0">..</div><div class="t m121 x108 h1b y237 ff6 fs17 fc0 sc0 ls0 ws0">..</div><div class="t m14a x67 h1b y238 ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m121 x69 h1b y239 ff6 fs17 fc0 sc0 ls0 ws0">.<span class="_ _7"> </span><span class="ls2f">………………......... <span class="_ _19"> </span></span>. <span class="_ _14"> </span>.. <span class="_ _c"></span>. . <span class="_ _c"></span><span class="ls30">.......... </span></div><div class="t m150 xe9 h1c y23a ff7 fs18 fc0 sc0 ls20 ws0">45 </div><div class="t m13e x10a h21 y23b ff7 fs1d fc0 sc0 ls0 ws0">3 <span class="_ _b"></span>2 <span class="_ _1a"> </span>I <span class="_ _1b"> </span><span class="ls31">Variable </span></div><div class="t m121 x76 h1b y23c ff6 fs17 fc0 sc0 ls32 ws0">………………………………………….</div><div class="t m154 xb2 h1b y23d ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m155 x2b h1b y23e ff6 fs17 fc0 sc0 ls1c ws0">.....……··</div><div class="t m121 x43 h1b y23f ff6 fs17 fc0 sc0 ls0 ws0">·<span class="ls33">··········<span class="_ _1"></span></span>·</div><div class="t m156 x6a h1b y240 ff6 fs17 fc0 sc0 ls1c ws0">··············………</div><div class="t m110 xe9 h1c y241 ff7 fs18 fc0 sc0 ls2b ws0">46 </div><div class="t m13e x10a h21 y242 ff7 fs1d fc0 sc0 ls0 ws0">3 <span class="_ _b"></span>2 <span class="_ _1"></span>2 </div><div class="t m157 xcf h22 y243 ff5 fs1e fc0 sc0 ls0 ws0">Lmk</div><div class="t m158 x10b h22 y244 ff5 fs1e fc0 sc0 ls0 ws0">与</div><div class="t m159 x10c h22 y245 ff5 fs1e fc0 sc0 ls0 ws0">Funct</div><div class="t m15a x107 h22 y246 ff5 fs1e fc0 sc0 ls0 ws0">ion</div><div class="t m15b x60 h22 y247 ff5 fs1e fc0 sc0 ls0 ws0">··</div><div class="t m15c x62 h22 y248 ff5 fs1e fc0 sc0 ls0 ws0">…</div><div class="t m15d x48 h22 y249 ff5 fs1e fc0 sc0 ls0 ws0">…….......……….</div><div class="t m15e xbb h22 y24a ff5 fs1e fc0 sc0 ls0 ws0">......</div><div class="t m15f x4e h22 y24b ff5 fs1e fc0 sc0 ls0 ws0">.</div><div class="t m160 x10d h22 y24c ff5 fs1e fc0 sc0 ls0 ws0">.....</div><div class="t m15f xf h22 y24d ff5 fs1e fc0 sc0 ls0 ws0">.</div><div class="t m161 x43 h22 y24e ff5 fs1e fc0 sc0 ls0 ws0">..…</div><div class="t m162 x6a h22 y24f ff5 fs1e fc0 sc0 ls0 ws0">……......</div><div class="t m110 xe9 h1c y250 ff7 fs18 fc0 sc0 ls2b ws0">47 </div><div class="t m110 x10a h1c y251 ff7 fs18 fc0 sc0 ls34 ws0">3.2 <span class="_ _b"></span><span class="ls0">3 </span></div><div class="t m13e xcf h21 y252 ff7 fs1d fc0 sc0 ls35 ws0">Cham</div><div class="t m163 xfd h1b y253 ff6 fs17 fc0 sc0 ls1c ws0">….......…………..</div><div class="t m121 x5d h1b y254 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m164 x48 h1b y255 ff6 fs17 fc0 sc0 ls1c ws0">...</div><div class="t m121 x10e h1b y256 ff6 fs17 fc0 sc0 ls0 ws0">.<span class="_ _c"></span><span class="ls36">…………··<span class="_ _1"></span><span class="ls0">-</span></span></div><div class="t m165 x28 h1b y257 ff6 fs17 fc0 sc0 ls1f ws0">……………………</div><div class="t m121 x2e h1b y258 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m166 x6a h1b y259 ff6 fs17 fc0 sc0 ls1c ws0">.....………</div><div class="t m110 x10f h1c y25a ff7 fs18 fc0 sc0 ls37 ws0">·50 </div><div class="t m110 x10a h1c y25b ff7 fs18 fc0 sc0 ls38 ws0">3.2.4 </div><div class="t m13e x106 h21 y25c ff7 fs1d fc0 sc0 ls39 ws0">optimizers</div><div class="t m13f x110 h1b y25d ff6 fs17 fc0 sc0 ls1c ws0">……</div><div class="t m121 xe6 h1b y25e ff6 fs17 fc0 sc0 ls0 ws0">…</div><div class="t m167 x5b h1b y25f ff6 fs17 fc0 sc0 ls1c ws0">…·</div><div class="t m121 xe8 h1b y260 ff6 fs17 fc0 sc0 ls0 ws0">·</div><div class="t m168 x95 h1b y261 ff6 fs17 fc0 sc0 ls1f ws0">……….</div><div class="t m121 x26 h1b y262 ff6 fs17 fc0 sc0 ls3a ws0">........…........</div><div class="t m14a x42 h1b y263 ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m169 xf9 h1b y264 ff6 fs17 fc0 sc0 ls1c ws0">....……</div><div class="t m16a x111 h1b y265 ff6 fs17 fc0 sc0 ls1c ws0">………</div><div class="t m13f x102 h1b y266 ff6 fs17 fc0 sc0 ls1c ws0">……</div><div class="t m121 x3c h1b y267 ff6 fs17 fc0 sc0 ls0 ws0">..</div><div class="t m16b x2d h1b y268 ff6 fs17 fc0 sc0 ls1c ws0">.....…………………</div><div class="t m16c x112 h1c y269 ff7 fs18 fc0 sc0 ls20 ws0">51 </div><div class="t m110 x10a h1c y26a ff7 fs18 fc0 sc0 ls0 ws0">3 </div><div class="t m16d x113 h1a y26b ff5 fs16 fc0 sc0 ls0 ws0">2.5</div><div class="t m16e x106 h1a y26c ff5 fs16 fc0 sc0 ls0 ws0">损失函数……….......………………</div><div class="t m16f x66 h1a y26d ff5 fs16 fc0 sc0 ls0 ws0">…</div><div class="t m170 x79 h1a y26e ff5 fs16 fc0 sc0 ls0 ws0">……………··</div><div class="t m121 x51 h1b y26f ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m171 xa2 h1b y270 ff6 fs17 fc0 sc0 ls1c ws0">...</div><div class="t m172 x2e h1b y271 ff6 fs17 fc0 sc0 ls1f ws0">.....………</div><div class="t m173 x10f h1c y272 ff7 fs18 fc0 sc0 ls20 ws0">·51 </div><div class="t m110 x10a h1c y273 ff7 fs18 fc0 sc0 ls3b ws0">3.2.6 </div><div class="t m174 xcf h23 y274 ff5 fs1f fc0 sc0 ls0 ws0">GPU</div><div class="t m175 xe0 h23 y275 ff5 fs1f fc0 sc0 ls0 ws0">的使用.....</div><div class="t m176 x47 h23 y276 ff5 fs1f fc0 sc0 ls0 ws0">.<span class="_ _1c"> </span>.<span class="_ _1c"> </span>.</div><div class="t m177 x62 h23 y277 ff5 fs1f fc0 sc0 ls0 ws0">…</div><div class="t m121 x114 h1b y278 ff6 fs17 fc0 sc0 ls0 ws0">…<span class="_ _b"></span>…</div><div class="t m178 x104 h1b y279 ff6 fs17 fc0 sc0 ls1c ws0">…………...</div><div class="t m121 x105 h1b y27a ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m140 x69 h1b y27b ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m179 x93 h1b y27c ff6 fs17 fc0 sc0 ls1c ws0">.….</div><div class="t m121 x4b h1b y27d ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m17a x42 h1b y27e ff6 fs17 fc0 sc0 ls1c ws0">.....</div><div class="t m17b x115 h1b y27f ff6 fs17 fc0 sc0 ls1c ws0">.……</div><div class="t m121 x85 h1b y280 ff6 fs17 fc0 sc0 ls0 ws0">.<span class="_ _c"></span><span class="ls30">..........</span></div><div class="t m171 x102 h1b y281 ff6 fs17 fc0 sc0 ls1c ws0">...</div><div class="t m121 x88 h1b y282 ff6 fs17 fc0 sc0 ls3c ws0">...................<span class="_ _1"></span><span class="ls0">.</span></div><div class="t m171 x1e h1b y283 ff6 fs17 fc0 sc0 ls1c ws0">...</div><div class="t m121 x8b h1b y284 ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m17c x97 h1b y285 ff6 fs17 fc0 sc0 ls1c ws0">..…</div><div class="t m17d x112 h1c y286 ff7 fs18 fc0 sc0 ls20 ws0">52 </div><div class="t m17e x10a h22 y287 ff5 fs1e fc0 sc0 ls0 ws0">3.2.7</div><div class="t m17f xcf h22 y288 ff5 fs1e fc0 sc0 ls0 ws0">模型的保存</div><div class="t m158 x116 h22 y289 ff5 fs1e fc0 sc0 ls0 ws0">与</div><div class="t m180 x117 h22 y28a ff5 fs1e fc0 sc0 ls0 ws0">力</div><div class="t m15b x118 h22 y28b ff5 fs1e fc0 sc0 ls0 ws0">II</div><div class="t m181 x60 h22 y28c ff5 fs1e fc0 sc0 ls0 ws0">载……..</div><div class="t m182 x90 h22 y28d ff5 fs1e fc0 sc0 ls0 ws0">..</div><div class="t m15f xad h22 y28e ff5 fs1e fc0 sc0 ls0 ws0">.</div><div class="t m183 x119 h22 y28f ff5 fs1e fc0 sc0 ls0 ws0">....…............…….</div><div class="t m184 xb5 h22 y290 ff5 fs1e fc0 sc0 ls0 ws0">..</div><div class="t m185 x11a h22 y291 ff5 fs1e fc0 sc0 ls0 ws0">..................…………..</div><div class="t m186 x89 h22 y292 ff5 fs1e fc0 sc0 ls0 ws0">....</div><div class="t m187 x11b h22 y293 ff5 fs1e fc0 sc0 ls0 ws0">..…….</div><div class="t m188 x112 h1c y294 ff7 fs18 fc0 sc0 ls20 ws0">54 </div><div class="t m110 x10a h1c y295 ff7 fs18 fc0 sc0 ls3b ws0">3.2.8 </div><div class="t m189 xcf h24 y296 ff5 fs20 fc0 sc0 ls0 ws0">FashionMnist</div><div class="t m18a x77 h24 y297 ff5 fs20 fc0 sc0 ls0 ws0">图像分类示例···················……………………………………………………</div><div class="t m18b x15 h24 y298 ff5 fs20 fc0 sc0 ls0 ws0">·54</div><div class="t m110 x10a h1c y299 ff7 fs18 fc0 sc0 ls0 ws0">3<span class="_ _b"></span>.<span class="ls3d">2.9 </span></div><div class="t m13e xcf h21 y29a ff7 fs1d fc0 sc0 ls3e ws0">Tramer············<span class="_ _1"></span><span class="ls0">·<span class="_ _b"></span><span class="ls3f">···<span class="_ _3"> </span></span>·</span></div><div class="t m18c x61 h21 y29b ff7 fs1d fc0 sc0 ls40 ws0">··</div><div class="t m13e x8d h21 y29c ff7 fs1d fc0 sc0 ls41 ws0">·······</div><div class="t m121 x10e h1b y29d ff6 fs17 fc0 sc0 ls0 ws0">…</div><div class="t m18d x114 h1b y29e ff6 fs17 fc0 sc0 ls1f ws0">………………</div><div class="t m18e xf1 h1b y29f ff6 fs17 fc0 sc0 ls1f ws0">……………·…</div><div class="t m121 x11 h1b y2a0 ff6 fs17 fc0 sc0 ls42 ws0">……………………</div><div class="t m188 x112 h1c y2a1 ff7 fs18 fc0 sc0 ls20 ws0">59 </div><div class="t m13e x11c h21 y2a2 ff7 fs1d fc0 sc0 ls43 ws0">3.3 </div><div class="t m18f xfc h24 y2a3 ff5 fs20 fc0 sc0 ls0 ws0">TensorFlow</div><div class="t m190 x2 h24 y2a4 ff5 fs20 fc0 sc0 ls0 ws0">与</div><div class="t m191 x9b h24 y2a5 ff5 fs20 fc0 sc0 ls0 ws0">Keras</div><div class="t m192 x77 h24 y2a6 ff5 fs20 fc0 sc0 ls0 ws0">…………</div><div class="t m193 x65 h24 y2a7 ff5 fs20 fc0 sc0 ls0 ws0">··</div><div class="t m194 x8f h24 y2a8 ff5 fs20 fc0 sc0 ls0 ws0">…….</div><div class="t m195 x7e h24 y2a9 ff5 fs20 fc0 sc0 ls0 ws0">.</div><div class="t m196 x91 h24 y2aa ff5 fs20 fc0 sc0 ls0 ws0">………………</div><div class="t m197 x11d h24 y2ab ff5 fs20 fc0 sc0 ls0 ws0">E</div><div class="t m198 x93 h24 y2ac ff5 fs20 fc0 sc0 ls0 ws0">……………………………………</div><div class="t m199 xa5 h24 y2ad ff5 fs20 fc0 sc0 ls0 ws0">…</div><div class="t m19a x89 h24 y2ae ff5 fs20 fc0 sc0 ls0 ws0">………………“</div><div class="t m110 x10a h1c y2af ff7 fs18 fc0 sc0 ls44 ws0">3.3.1 </div><div class="t m13e xcf h21 y2b0 ff7 fs1d fc0 sc0 ls45 ws0">TensorFlow</div><div class="t m19b x5a h1b y2b1 ff6 fs17 fc0 sc0 ls1f ws0">……………………………·</div><div class="t m121 xb5 h1b y2b2 ff6 fs17 fc0 sc0 ls0 ws0">··<span class="_ _2"></span>·</div><div class="t m19c x1b h1b y2b3 ff6 fs17 fc0 sc0 ls1f ws0">···…·…</div><div class="t m121 x50 h1b y2b4 ff6 fs17 fc0 sc0 ls0 ws0">··</div><div class="t m19d xa2 h1b y2b5 ff6 fs17 fc0 sc0 ls1f ws0">··········………</div><div class="t m19e x10f h1c y2b6 ff7 fs18 fc0 sc0 ls46 ws0">·6</div><div class="t m110 x11e h1c y2b7 ff7 fs18 fc0 sc0 ls0 ws0">6 </div><div class="t m110 x10a h1c y2b8 ff7 fs18 fc0 sc0 ls0 ws0">3<span class="_ _b"></span>.3<span class="_ _b"></span>.2 </div><div class="t m13e xcf h21 y2b9 ff7 fs1d fc0 sc0 ls47 ws0">Keras</div><div class="t m19f x99 h1b y2ba ff6 fs17 fc0 sc0 ls1c ws0">………················….......….</div><div class="t m164 xc0 h1b y2bb ff6 fs17 fc0 sc0 ls1c ws0">...</div><div class="t m121 x11f h1b y2bc ff6 fs17 fc0 sc0 ls0 ws0">.<span class="_ _16"> </span>.<span class="_ _1d"> </span>…</div><div class="t m1a0 x4b h1b y2bd ff6 fs17 fc0 sc0 ls1f ws0">………………………………</div><div class="t m110 x10f h1c y2be ff7 fs18 fc0 sc0 ls1d ws0">·67 </div><div class="t m110 x11c h1c y2bf ff7 fs18 fc0 sc0 ls0 ws0">3 4 </div><div class="t m1a1 xcb h22 y2c0 ff5 fs1e fc0 sc0 ls0 ws0">MXNet</div><div class="t m158 x120 h22 y2c1 ff5 fs1e fc0 sc0 ls0 ws0">与</div><div class="t m1a2 x3d h22 y2c2 ff5 fs1e fc0 sc0 ls0 ws0">Gluon··</div><div class="t m1a3 x110 h22 y2c3 ff5 fs1e fc0 sc0 ls0 ws0">……………..</div><div class="t m15f x121 h22 y2c4 ff5 fs1e fc0 sc0 ls0 ws0">.<span class="_ _1e"> </span>.<span class="_ _1e"> </span>.</div><div class="t m15b xd7 h22 y2c5 ff5 fs1e fc0 sc0 ls0 ws0">..</div><div class="t m15f xc0 h22 y2c6 ff5 fs1e fc0 sc0 ls0 ws0">.<span class="_ _1e"> </span>.<span class="_ _1e"> </span>.</div><div class="t m1a4 x11f h22 y2c7 ff5 fs1e fc0 sc0 ls0 ws0">.…….........</div><div class="t m15f x11a h22 y2c8 ff5 fs1e fc0 sc0 ls0 ws0">.</div><div class="t m1a5 x115 h22 y2c9 ff5 fs1e fc0 sc0 ls0 ws0">...........……......</div><div class="t m15f xc9 h22 y2ca ff5 fs1e fc0 sc0 ls0 ws0">.</div><div class="t m184 xa2 h22 y2cb ff5 fs1e fc0 sc0 ls0 ws0">……...</div><div class="t m15e x89 h22 y2cc ff5 fs1e fc0 sc0 ls0 ws0">.....</div><div class="t m1a6 x122 h22 y2cd ff5 fs1e fc0 sc0 ls0 ws0">…………</div><div class="t m1a7 x123 h22 y2ce ff5 fs1e fc0 sc0 ls0 ws0">73</div><div class="t m110 x10a h1c y2cf ff7 fs18 fc0 sc0 ls44 ws0">3.4.1 </div><div class="t m1a8 xcf h21 y2d0 ff7 fs1d fc0 sc0 ls2e ws0">MXNet</div><div class="t m1a9 x9b h1b y2d1 ff6 fs17 fc0 sc0 ls1c ws0">…...</div><div class="t m121 xa8 h1b y2d2 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m1aa x116 h1b y2d3 ff6 fs17 fc0 sc0 ls1c ws0">....…</div><div class="t m121 xa9 h1b y2d4 ff6 fs17 fc0 sc0 ls0 ws0">·<span class="_ _c"></span>·<span class="_ _b"></span>·<span class="_ _2"></span>··<span class="_ _2"></span>·<span class="ls48">······················…<span class="_ _b"></span></span>··<span class="_ _16"> </span>.<span class="_ _c"></span><span class="ls49">...<span class="_ _15"> </span><span class="ls0">..<span class="_ _2"></span>.</span></span></div><div class="t m1ab x4c h1b y2d5 ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m121 x1b h1b y2d6 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m1ac xf9 h1b y2d7 ff6 fs17 fc0 sc0 ls1f ws0">..</div><div class="t m1ad x2c h1b y2d8 ff6 fs17 fc0 sc0 ls1f ws0">..</div><div class="t m1ae xb7 h1b y2d9 ff6 fs17 fc0 sc0 ls1f ws0">..</div><div class="t m121 x87 h1b y2da ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m1af x70 h1b y2db ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m121 x51 h1b y2dc ff6 fs17 fc0 sc0 ls0 ws0">..</div><div class="t m1b0 x2d h1b y2dd ff6 fs17 fc0 sc0 ls1f ws0">.....</div><div class="t m121 xa6 h1b y2de ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _9"> </span>.</div><div class="t m13f xa7 h1b y2df ff6 fs17 fc0 sc0 ls1c ws0">……</div><div class="t m110 x15 h1c y2e0 ff7 fs18 fc0 sc0 ls1d ws0">·73 </div><div class="t m110 x10a h1c y2e1 ff7 fs18 fc0 sc0 ls38 ws0">3.4.2 </div><div class="t m1b1 xcf h21 y2e2 ff7 fs1d fc0 sc0 ls2e ws0">Gluon·</div><div class="t m13e x9a h21 y2e3 ff7 fs1d fc0 sc0 ls0 ws0">·<span class="ls4a">····<span class="_ _3"></span></span>··</div><div class="t m1b2 xa8 h1b y2e4 ff6 fs17 fc0 sc0 ls1f ws0">……………………….</div><div class="t m1b3 xa0 h1b y2e5 ff6 fs17 fc0 sc0 ls1f ws0">........…</div><div class="t m1b4 xb7 h1b y2e6 ff6 fs17 fc0 sc0 ls1f ws0">………………. </div><div class="t m1b5 x8b h1c y2e7 ff7 fs18 fc0 sc0 ls20 ws0">···</div><div class="t m1b6 x124 h1c y2e8 ff7 fs18 fc0 sc0 ls20 ws0">··</div><div class="t m110 x7a h1c y2e9 ff7 fs18 fc0 sc0 ls4b ws0">···74 </div><div class="t m110 x10a h1c y2ea ff7 fs18 fc0 sc0 ls4c ws0">3.4.3 </div><div class="t m13e xcf h21 y2eb ff7 fs1d fc0 sc0 ls4d ws0">Gluon <span class="ls4e">Sequential </span></div><div class="t m121 xac h1b y2ec ff6 fs17 fc0 sc0 ls4f ws0">......................................…<span class="_ _b"></span><span class="ls0">...<span class="_ _c"></span><span class="ls50">..……..</span></span></div><div class="t m14a x125 h1b y2ed ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m140 xb7 h1b y2ee ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m121 x126 h1b y2ef ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m1b7 x127 h1b y2f0 ff6 fs17 fc0 sc0 ls1f ws0">.........…………</div><div class="t m121 xa7 h1b y2f1 ff6 fs17 fc0 sc0 ls0 ws0">-</div><div class="t m1b8 x8c h1b y2f2 ff6 fs17 fc0 sc0 ls1c ws0">……</div><div class="t m1b9 x123 h1c y2f3 ff7 fs18 fc0 sc0 ls20 ws0">74 </div><div class="t m110 x10a h1c y2f4 ff7 fs18 fc0 sc0 ls38 ws0">3.4.4 </div><div class="t m13e xcf h21 y2f5 ff7 fs1d fc0 sc0 ls4d ws0">Gluon <span class="_ _b"></span><span class="ls51">Block··</span></div><div class="t m121 x77 h1b y2f6 ff6 fs17 fc0 sc0 ls52 ws0">…….........…………………………………….......…·…………</div><div class="t m1ba x123 h1c y2f7 ff7 fs18 fc0 sc0 ls20 ws0">75 </div><div class="t m1bb x128 h1a y2f8 ff5 fs16 fc0 sc0 ls0 ws0">3.4.5</div><div class="t m1bc x129 h1a y2f9 ff5 fs16 fc0 sc0 ls0 ws0">使用</div><div class="t m1bd xe0 h1a y2fa ff5 fs16 fc0 sc0 ls0 ws0">GPU</div><div class="t m1be x12a h1a y2fb ff5 fs16 fc0 sc0 ls0 ws0">………………………………………………………………··</div><div class="t m1bf x12b h1a y2fc ff5 fs16 fc0 sc0 ls0 ws0">·</div><div class="t m1c0 x3 h1a y2fd ff5 fs16 fc0 sc0 ls0 ws0">····</div><div class="t m1bf x12c h1a y2fe ff5 fs16 fc0 sc0 ls0 ws0">·</div><div class="t m1c1 x12d h1a y2ff ff5 fs16 fc0 sc0 ls0 ws0">…·</div><div class="t m1c2 xa6 h1b y300 ff6 fs17 fc0 sc0 ls1f ws0">….</div><div class="t m121 x8a h1b y301 ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m140 x8b h1b y302 ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m121 x12e h1b y303 ff6 fs17 fc0 sc0 ls0 ws0">.<span class="_ _c"></span>…</div><div class="t m1b9 x123 h1c y304 ff7 fs18 fc0 sc0 ls20 ws0">76 </div><div class="t m110 x10a h1c y305 ff7 fs18 fc0 sc0 ls38 ws0">3.4.6 </div><div class="t m13e x129 h21 y306 ff7 fs1d fc0 sc0 ls53 ws0">Gluon <span class="_ _1"></span><span class="ls54">Hybrid<span class="_ _1a"> </span><span class="ls0">· </span></span></div><div class="t m1c3 x8e h1b y307 ff6 fs17 fc0 sc0 ls1f ws0">········………</div><div class="t m121 x80 h1b y308 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m1c4 x12f h1b y309 ff6 fs17 fc0 sc0 ls1c ws0">......……</div><div class="t m121 x4b h1b y30a ff6 fs17 fc0 sc0 ls0 ws0">…<span class="_ _0"></span>…<span class="_ _0"></span><span class="ls55">…. </span></div><div class="t m1c5 x84 h1b y30b ff6 fs17 fc0 sc0 ls1c ws0">········………………………………</div><div class="t m1c6 x15 h21 y30c ff7 fs1d fc0 sc0 ls2e ws0">·77 </div><div class="t m110 x128 h1c y30d ff7 fs18 fc0 sc0 ls3b ws0">3.4.7 </div><div class="t m13e x129 h21 y30e ff7 fs1d fc0 sc0 ls56 ws0">Lazy <span class="ls54">Evaluation</span></div><div class="t m121 xa9 h1b y30f ff6 fs17 fc0 sc0 ls57 ws0">………………………………………….......……………….. </div><div class="t m1b9 x123 h1c y310 ff7 fs18 fc0 sc0 ls20 ws0">79 </div><div class="t m110 x128 h1c y311 ff7 fs18 fc0 sc0 ls3b ws0">3.4.8 </div><div class="t m1c7 x129 h21 y312 ff7 fs1d fc0 sc0 ls2e ws0">Module·</div><div class="t m1c8 x8d h1b y313 ff6 fs17 fc0 sc0 ls1f ws0">……………….....</div><div class="t m121 x130 h1b y314 ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m14a xc2 h1b y315 ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m121 xc4 h1b y316 ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m1c9 xa0 h1b y317 ff6 fs17 fc0 sc0 ls1f ws0">…………</div><div class="t m14a x126 h1b y318 ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m121 xbc h1b y319 ff6 fs17 fc0 sc0 ls0 ws0">.<span class="_ _9"> </span>…</div><div class="t m1ca xa3 h1b y31a ff6 fs17 fc0 sc0 ls1c ws0">………………….. </div><div class="t m1cb x131 h1c y31b ff7 fs18 fc0 sc0 ls20 ws0">80 </div><div class="t m16d x11c h1a y31c ff5 fs16 fc0 sc0 ls0 ws0">3.5</div><div class="t m1cc xcb h1a y31d ff5 fs16 fc0 sc0 ls0 ws0">其他框架…·</div><div class="t m10e xb1 h1a y31e ff5 fs16 fc0 sc0 ls0 ws0">·</div><div class="t m1cd xe0 h1a y31f ff5 fs16 fc0 sc0 ls0 ws0">……………………………………………………………………………………...</div><div class="t m1ce xf6 h1a y320 ff5 fs16 fc0 sc0 ls0 ws0">..</div><div class="t m1cf x132 h1a y321 ff5 fs16 fc0 sc0 ls0 ws0">...</div><div class="t m121 x12e h1b y322 ff6 fs17 fc0 sc0 ls0 ws0">. <span class="_ _1f"> </span>. </div><div class="t m1d0 x131 h1c y323 ff7 fs18 fc0 sc0 ls20 ws0">81 </div><div class="t m1d1 x11c h25 y324 ff5 fs21 fc0 sc0 ls0 ws0">3.6</div><div class="t m1d2 xcb h25 y325 ff5 fs21 fc0 sc0 ls0 ws0">本</div><div class="t m1d3 x20 h25 y326 ff5 fs21 fc0 sc0 ls0 ws0">章</div><div class="t m1d4 x133 h25 y327 ff5 fs21 fc0 sc0 ls0 ws0">总结…</div><div class="t m1d5 x134 h25 y328 ff5 fs21 fc0 sc0 ls0 ws0">.</div><div class="t m1d6 x135 h25 y329 ff5 fs21 fc0 sc0 ls0 ws0">......</div><div class="t m1d7 x136 h25 y32a ff5 fs21 fc0 sc0 ls0 ws0">.</div><div class="t m1d8 xc7 h25 y32b ff5 fs21 fc0 sc0 ls0 ws0">..</div><div class="t m1d9 x137 h25 y32c ff5 fs21 fc0 sc0 ls0 ws0">....</div><div class="t m1d7 xec h25 y32d ff5 fs21 fc0 sc0 ls0 ws0">.<span class="_ _f"> </span>.<span class="_ _1f"> </span>.</div><div class="t m1da xab h25 y32e ff5 fs21 fc0 sc0 ls0 ws0">......................</div><div class="t m1d7 x138 h25 y32f ff5 fs21 fc0 sc0 ls0 ws0">.</div><div class="t m1db xba h25 y330 ff5 fs21 fc0 sc0 ls0 ws0">....</div><div class="t m1d8 x139 h25 y331 ff5 fs21 fc0 sc0 ls0 ws0">..</div><div class="t m1dc xd8 h25 y332 ff5 fs21 fc0 sc0 ls0 ws0">...</div><div class="t m1dd x13a h25 y333 ff5 fs21 fc0 sc0 ls0 ws0">.</div><div class="t m1de x41 h25 y334 ff5 fs21 fc0 sc0 ls0 ws0">.....</div><div class="t m1df xc2 h25 y335 ff5 fs21 fc0 sc0 ls0 ws0">.............</div><div class="t m1d9 x13b h25 y336 ff5 fs21 fc0 sc0 ls0 ws0">....</div><div class="t m1d7 x13c h25 y337 ff5 fs21 fc0 sc0 ls0 ws0">.</div><div class="t m1d8 x13d h25 y338 ff5 fs21 fc0 sc0 ls0 ws0">..</div><div class="t m1e0 x13e h25 y339 ff5 fs21 fc0 sc0 ls0 ws0">...............</div><div class="t m1dc x13f h25 y33a ff5 fs21 fc0 sc0 ls0 ws0">...</div><div class="t m1d8 x140 h25 y33b ff5 fs21 fc0 sc0 ls0 ws0">..</div><div class="t m17a xa3 h1b y33c ff6 fs17 fc0 sc0 ls1c ws0">..... </div><div class="t m1e1 x141 h1b y33d ff6 fs17 fc0 sc0 ls1c ws0">..</div><div class="t m121 xc5 h1b y33e ff6 fs17 fc0 sc0 ls0 ws0">.</div><div class="t m14a x142 h1b y33f ff6 fs17 fc0 sc0 ls1c ws0">....</div><div class="t m121 xdb h1b y340 ff6 fs17 fc0 sc0 ls0 ws0">..<span class="_ _2"></span>. </div><div class="t m173 x15 h1c y341 ff7 fs18 fc0 sc0 ls20 ws0">·81 </div><div class="t m1e2 x143 h26 y342 ff6 fs22 fc0 sc0 ls58 ws0">VI </div><div class="t m1e3 xd4 h27 y343 ff8 fs23 fc0 sc0 ls0 ws0"><span class="fc0 sc0">φ </span></div><div class="t m1e4 xd5 h17 y344 ff5 fs13 fc0 sc0 ls0 ws0">严禁网络传播本</div><div class="t m1e5 xcc h17 y345 ff5 fs13 fc0 sc0 ls0 ws0">PDF</div><div class="t m1e6 xd8 h17 y346 ff5 fs13 fc0 sc0 ls0 ws0">，违者责任自负</div><div class="t m104 xd9 h17 y347 ff5 fs13 fc0 sc0 ls0 ws0">！</div><div class="t m1e7 x144 h28 y348 ff8 fs24 fc0 sc0 ls0 ws0"><span class="fc0 sc0">础</span></div><div class="t m1e8 x144 h29 y349 ff8 fs25 fc0 sc0 ls0 ws0"><span class="fc0 sc0">W</span></div></div><div class="pi" data-data='{"ctm":[1.925855,0.000000,0.000000,1.925855,0.000000,0.000000]}'></div></div>
<div id="pf3" class="pf w4 h2a" data-page-no="3"><div class="pc pc3 w4 h2a"><img class="bi x0 y0 w1 h1" alt="" src="https://csdnimg.cn/release/download_crawler_static/11391629/bg3.jpg"><div class="t m1e9 x1 h2b y34a ff9 fs26 fc0 sc0 ls0 ws0">版权所有，严禁传播，违者</div><div class="t m1ea x145 h2b y34a ff9 fs26 fc0 sc0 ls0 ws0">自</div><div class="t m1eb x146 h2b y34a ff9 fs26 fc0 sc0 ls0 ws0">负法律责任</div><div class="t m1ec x2 h2b y34a ff9 fs26 fc0 sc0 ls0 ws0">！</div><div class="t m1ed x3 h2c y34a ff9 fs27 fc0 sc0 ls0 ws0">非卖品，仅供非商业用途或交流学习使用</div><div class="t m1ee x131 h2d y34b ff9 fs28 fc0 sc0 ls0 ws0">目</div><div class="t m1ef x147 h2d y34b ff9 fs28 fc0 sc0 ls0 ws0">录</div><div class="t m1f0 x148 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">第</div><div class="t m1f1 x149 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">4</div><div class="t m1f2 x14a h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">章图像分类…·……………………</div><div class="t m1f3 x14b h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">……</div><div class="t m1f4 xc h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">……………</div><div class="t m1f5 xc3 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">.</div><div class="t m1f6 x29 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">..</div><div class="t m1f7 x14c h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">……</div><div class="t m1f8 x4d h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">……·…．．</div><div class="t m1f9 x87 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">．．．．</div><div class="t m1fa x3c h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">．．．…</div><div class="t m1fb xa6 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">.</div><div class="t m1fc x14d h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">......</div><div class="t m1fb x14e h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">.</div><div class="t m1fd x34 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">.<span class="_ _20"> </span>.<span class="_ _20"> </span>.</div><div class="t m1fe x124 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">..…</div><div class="t m1ff x131 h2e y34c ff9 fs29 fc0 sc0 ls0 ws0">82</div><div class="t m200 x14a h2f y34d ffa fs2a fc0 sc0 ls59 ws0">41 </div><div class="t m201 x145 h2f y34d ffa fs2a fc0 sc0 ls5a ws0">VGG</div><div class="t m202 x14f h30 y34d ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m203 xb h30 y34d ffb fs2a fc0 sc0 ls5b ws0">………</div><div class="t m204 x47 h30 y34d ffb fs2a fc0 sc0 ls59 ws0">……………………</div><div class="t m201 x68 h30 y34d ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m205 xf1 h30 y34d ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m201 x2c h30 y34d ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _5"> </span>·</div><div class="t m206 xd h30 y34d ffb fs2a fc0 sc0 ls59 ws0">·…………</div><div class="t m207 x1d h30 y34d ffb fs2a fc0 sc0 ls59 ws0">……</div><div class="t m201 x1f h30 y34d ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m208 xe9 h2f y34d ffa fs2a fc0 sc0 ls59 ws0">·84 </div><div class="t m209 x150 h2f y34e ffa fs2a fc0 sc0 ls59 ws0">4.11 </div><div class="t m20a x109 h31 y34e ff9 fs2b fc0 sc0 ls0 ws0">VGG</div><div class="t m20b x151 h31 y34e ff9 fs2b fc0 sc0 ls0 ws0">介绍…·</div><div class="t m20c x48 h30 y34e ffb fs2a fc0 sc0 ls5b ws0">.....</div><div class="t m201 x9c h30 y34e ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m20d x114 h30 y34e ffb fs2a fc0 sc0 ls5b ws0">.…</div><div class="t m201 x3e h30 y34e ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m20e x2f h30 y34e ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m20f x152 h30 y34e ffb fs2a fc0 sc0 ls59 ws0">………………</div><div class="t m210 x102 h30 y34e ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m201 xa6 h30 y34e ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 x89 h30 y34e ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m212 x153 h30 y34e ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m213 x11b h30 y34e ffb fs2a fc0 sc0 ls5b ws0">...….....…</div><div class="t m201 x154 h2f y34e ffa fs2a fc0 sc0 ls5c ws0">84 </div><div class="t m214 x150 h2f y34f ffa fs2a fc0 sc0 ls5b ws0">4.1</div><div class="t m201 x133 h2f y34f ffa fs2a fc0 sc0 ls0 ws0">.2 </div><div class="t m215 x120 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">MXNet</div><div class="t m216 x136 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">版</div><div class="t m217 xa8 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">YGG</div><div class="t m218 x5b h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">使用示例…</div><div class="t m219 x104 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">…</div><div class="t m21a x66 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">…</div><div class="t m21b x92 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">－…</div><div class="t m21c x6d h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">……………………</div><div class="t m21d xb3 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">.</div><div class="t m21e x155 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">..</div><div class="t m21f xd2 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">....</div><div class="t m21e x8c h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">..</div><div class="t m220 xd3 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">…</div><div class="t m221 xe9 h32 y34f ff9 fs2c fc0 sc0 ls0 ws0">·85</div><div class="t m201 x14a h2f y350 ffa fs2a fc0 sc0 ls0 ws0">4 <span class="_ _b"></span>2 <span class="_ _18"> </span><span class="ls5d">ResNet </span></div><div class="t m222 x156 h30 y350 ffb fs2a fc0 sc0 ls59 ws0">......………….</div><div class="t m201 x3e h30 y350 ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m223 x91 h30 y350 ffb fs2a fc0 sc0 ls5b ws0">.....</div><div class="t m224 x25 h30 y350 ffb fs2a fc0 sc0 ls59 ws0">.……</div><div class="t m225 x68 h30 y350 ffb fs2a fc0 sc0 ls59 ws0">……</div><div class="t m201 x6f h30 y350 ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m226 xd9 h30 y350 ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m227 xf h30 y350 ffb fs2a fc0 sc0 ls5b ws0">…...</div><div class="t m223 x157 h30 y350 ffb fs2a fc0 sc0 ls5b ws0">.....</div><div class="t m201 xaa h30 y350 ffb fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m228 xa4 h30 y350 ffb fs2a fc0 sc0 ls5b ws0">...</div><div class="t m201 xa6 h30 y350 ffb fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m229 x153 h30 y350 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x11b h2f y350 ffb fs2a fc0 sc0 ls5e ws0">......……<span class="_ _1"></span><span class="ffa ls0">·<span class="_ _4"></span><span class="ls5c">89 </span></span></div><div class="t m201 x150 h2f y351 ffa fs2a fc0 sc0 ls0 ws0">4<span class="_ _1"></span>.2</div><div class="t m22a x133 h2f y352 ffa fs2a fc0 sc0 ls5b ws0">.1 </div><div class="t m22b x120 h2d y352 ff9 fs28 fc0 sc0 ls0 ws0">Res1</div><div class="t m22c x2 h2d y352 ff9 fs28 fc0 sc0 ls0 ws0">叫巳</div><div class="t m22d x100 h2d y352 ff9 fs28 fc0 sc0 ls0 ws0">t</div><div class="t m22e x10c h2d y352 ff9 fs28 fc0 sc0 ls0 ws0">介绍…</div><div class="t m22f x9e h2d y352 ff9 fs28 fc0 sc0 ls0 ws0">·</div><div class="t m201 x48 h30 y352 ffb fs2a fc0 sc0 ls0 ws0">- <span class="_ _7"> </span><span class="ls5f">-…………· </span></div><div class="t m230 x92 h30 y352 ffb fs2a fc0 sc0 ls59 ws0">………… </div><div class="t m201 x2c h30 y352 ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m231 x30 h30 y352 ffb fs2a fc0 sc0 ls59 ws0">……………………</div><div class="t m201 xe9 h2f y352 ffa fs2a fc0 sc0 ls0 ws0">·<span class="_ _4"></span><span class="ls60">89 </span></div><div class="t m201 x150 h2f y353 ffa fs2a fc0 sc0 ls61 ws0">4.2.2 </div><div class="t m232 x120 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">Cha</div><div class="t m233 x134 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">in</div><div class="t m234 x151 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">et</div><div class="t m235 x58 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">版</div><div class="t m236 xe4 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">Res</div><div class="t m237 xe6 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">Net</div><div class="t m238 x158 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">示例…··</div><div class="t m239 x104 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">－</div><div class="t m23a x6c h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">…………</div><div class="t m23b xf1 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">…··．．．．．．．．．．．．．．．．．．．．．．．</div><div class="t m239 x12 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">．</div><div class="t m1ff x89 h2e y354 ff9 fs29 fc0 sc0 ls0 ws0">．．．．</div><div class="t m201 xa7 h2f y354 ffb fs2a fc0 sc0 ls62 ws0">……<span class="_ _4"></span><span class="ffa ls63">90 </span></div><div class="t m201 x14a h2f y355 ffa fs2a fc0 sc0 ls0 ws0">4</div><div class="t m23c xe3 h2f y356 ffa fs2a fc0 sc0 ls5b ws0">.3 </div><div class="t m23d x145 h2f y356 ffa fs2a fc0 sc0 ls5b ws0">Incept1011</div><div class="t m201 xfd h30 y356 ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _5"> </span>…</div><div class="t m23e x76 h30 y356 ffb fs2a fc0 sc0 ls59 ws0">…………………....</div><div class="t m201 x66 h30 y356 ffb fs2a fc0 sc0 ls0 ws0">.<span class="ls64">.…....<span class="_ _b"></span></span>...</div><div class="t m23f x14c h30 y356 ffb fs2a fc0 sc0 ls59 ws0">.…………</div><div class="t m240 x111 h30 y356 ffb fs2a fc0 sc0 ls59 ws0">…………</div><div class="t m201 x2d h30 y356 ffb fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m211 x6a h30 y356 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x31 h30 y356 ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 x32 h30 y356 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m205 x44 h30 y356 ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m201 x154 h2f y356 ffa fs2a fc0 sc0 ls65 ws0">95 </div><div class="t m201 x150 h2f y357 ffa fs2a fc0 sc0 ls66 ws0">4.3.1 </div><div class="t m241 x109 h2d y358 ff9 fs28 fc0 sc0 ls0 ws0">ln</div><div class="t m242 xbf h2d y358 ff9 fs28 fc0 sc0 ls0 ws0">ce</div><div class="t m243 x2 h2d y358 ff9 fs28 fc0 sc0 ls0 ws0">pt1</div><div class="t m244 x9a h2d y358 ff9 fs28 fc0 sc0 ls0 ws0">0</div><div class="t m245 x136 h2d y358 ff9 fs28 fc0 sc0 ls0 ws0">11</div><div class="t m246 x59 h2d y358 ff9 fs28 fc0 sc0 ls0 ws0">介绍…</div><div class="t m201 x24 h30 y358 ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m247 xed h30 y358 ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m248 xef h30 y358 ffb fs2a fc0 sc0 ls59 ws0">…………… </div><div class="t m249 x159 h30 y358 ffb fs2a fc0 sc0 ls59 ws0">………………… </div><div class="t m24a x1e h30 y358 ffb fs2a fc0 sc0 ls59 ws0">….. </div><div class="t m24b x154 h2f y358 ffa fs2a fc0 sc0 ls5b ws0">95 </div><div class="t m201 x150 h2f y359 ffa fs2a fc0 sc0 ls0 ws0">4<span class="_ _1"></span>.<span class="ls67">3.2 </span></div><div class="t m24c x120 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">Keras</div><div class="t m24d x15a h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">版</div><div class="t m24e xe1 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">Inception</div><div class="t m24f x158 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">W</div><div class="t m250 xb9 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">川菜分类</div><div class="t m251 x40 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">…………</div><div class="t m21e x115 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">··</div><div class="t m21d xb2 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">·<span class="_ _21"> </span>·<span class="_ _21"> </span>·</div><div class="t m252 x39 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">···</div><div class="t m253 x125 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">··</div><div class="t m21d x4e h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">·<span class="_ _21"> </span>·<span class="_ _21"> </span>·<span class="_ _22"> </span>·<span class="_ _21"> </span>·</div><div class="t m254 x127 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">···</div><div class="t m21d x102 h32 y359 ff9 fs2c fc0 sc0 ls0 ws0">·<span class="_ _21"> </span>·</div><div class="t m201 x3c h30 y359 ffb fs2a fc0 sc0 ls0 ws0">·</div><div class="t m255 x2d h30 y359 ffb fs2a fc0 sc0 ls5b ws0">·-</div><div class="t m256 x2e h30 y359 ffb fs2a fc0 sc0 ls5b ws0">…·……</div><div class="t m257 x52 h30 y359 ffb fs2a fc0 sc0 ls59 ws0">…..</div><div class="t m258 x1f h30 y359 ffb fs2a fc0 sc0 ls5b ws0">... </div><div class="t m201 x154 h2f y359 ffa fs2a fc0 sc0 ls65 ws0">97 </div><div class="t m201 x14a h2f y35a ffa fs2a fc0 sc0 ls0 ws0">4 <span class="_ _b"></span>4 <span class="_ _18"> </span><span class="ls68">Xcept1on</span></div><div class="t m259 x15b h30 y35b ffb fs2a fc0 sc0 ls59 ws0">………………………………</div><div class="t m248 x2b h30 y35b ffb fs2a fc0 sc0 ls59 ws0">……………</div><div class="t m25a x12 h30 y35b ffb fs2a fc0 sc0 ls5b ws0">……. </div><div class="t m201 x35 h30 y35b ffb fs2a fc0 sc0 ls0 ws0">· </div><div class="t m25b x15c h2f y35b ffa fs2a fc0 sc0 ls5b ws0">11</div><div class="t m201 x15d h2f y35b ffa fs2a fc0 sc0 ls0 ws0">6 </div><div class="t m201 x150 h2f y35c ffa fs2a fc0 sc0 ls0 ws0">4 <span class="_ _b"></span>4<span class="_ _1"></span>.<span class="_ _1"></span>1 </div><div class="t m25c x109 h2c y35d ff9 fs27 fc0 sc0 ls0 ws0">Xception</div><div class="t m25d x15e h2c y35d ff9 fs27 fc0 sc0 ls0 ws0">简述…·</div><div class="t m25e x5b h2c y35d ff9 fs27 fc0 sc0 ls0 ws0">……</div><div class="t m25f x48 h2c y35d ff9 fs27 fc0 sc0 ls0 ws0">··</div><div class="t m201 x19 h30 y35d ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _b"></span><span class="ls69">…...</span></div><div class="t m228 x40 h30 y35d ffb fs2a fc0 sc0 ls5b ws0">...</div><div class="t m260 x108 h30 y35d ffb fs2a fc0 sc0 ls59 ws0">..……….</div><div class="t m201 xb2 h30 y35d ffb fs2a fc0 sc0 ls6a ws0">............ <span class="_ _22"> </span><span class="ls6b">……-……........</span></div><div class="t m261 x8b h30 y35d ffb fs2a fc0 sc0 ls5b ws0">......</div><div class="t m201 x35 h30 y35d ffb fs2a fc0 sc0 ls0 ws0">. </div><div class="t m262 x15c h2f y35d ffa fs2a fc0 sc0 ls5b ws0">11</div><div class="t m201 x15d h2f y35d ffa fs2a fc0 sc0 ls0 ws0">6 </div><div class="t m201 x150 h2f y35e ffa fs2a fc0 sc0 ls61 ws0">4.4.2 </div><div class="t m263 x120 h31 y35f ff9 fs2b fc0 sc0 ls0 ws0">Keras</div><div class="t m264 x15a h31 y35f ff9 fs2b fc0 sc0 ls0 ws0">版本</div><div class="t m265 x15f h31 y35f ff9 fs2b fc0 sc0 ls0 ws0">Xcep</div><div class="t m266 x5b h31 y35f ff9 fs2b fc0 sc0 ls0 ws0">tion</div><div class="t m267 x64 h31 y35f ff9 fs2b fc0 sc0 ls0 ws0">使用示例</div><div class="t m268 x26 h31 y35f ff9 fs2b fc0 sc0 ls0 ws0">，．．．．．．．．．．．．．．··－……·</div><div class="t m269 x43 h30 y35f ffb fs2a fc0 sc0 ls59 ws0">……………… </div><div class="t m26a x15c h2f y35f ffa fs2a fc0 sc0 ls5b ws0">116 </div><div class="t m201 x14a h2f y360 ffa fs2a fc0 sc0 ls0 ws0">4 <span class="_ _1"></span><span class="ffc fs2d">S <span class="_ _1a"> </span></span><span class="ls6c">DenseNet</span></div><div class="t m26b x160 h30 y360 ffb fs2a fc0 sc0 ls59 ws0">…………………………………………………</div><div class="t m201 x1e h30 y360 ffb fs2a fc0 sc0 ls0 ws0">. <span class="_ _16"> </span>. </div><div class="t m26a x56 h2f y360 ffa fs2a fc0 sc0 ls5b ws0">122 </div><div class="t m201 x150 h2f y361 ffa fs2a fc0 sc0 ls0 ws0">4 <span class="_ _b"></span>5<span class="_ _1"></span>.<span class="_ _1"></span>1 </div><div class="t m26c x109 h33 y361 ff9 fs2e fc0 sc0 ls0 ws0">DenseNet</div><div class="t m26d x110 h33 y361 ff9 fs2e fc0 sc0 ls0 ws0">介绍</div><div class="t m26e xe6 h33 y361 ff9 fs2e fc0 sc0 ls0 ws0">……·</div><div class="t m201 x161 h30 y361 ffb fs2a fc0 sc0 ls6d ws0">......</div><div class="t m26f x2f h30 y361 ffb fs2a fc0 sc0 ls5b ws0">....<span class="_ _3"></span>....</div><div class="t m201 x4a h30 y361 ffb fs2a fc0 sc0 ls0 ws0">. <span class="_ _14"> </span>. </div><div class="t m212 x69 h30 y361 ffb fs2a fc0 sc0 ls5b ws0">.. </div><div class="t m201 x6d h30 y361 ffb fs2a fc0 sc0 ls0 ws0">. <span class="_ _2"></span>. <span class="_ _2"></span>. </div><div class="t m211 xd9 h30 y361 ffb fs2a fc0 sc0 ls5b ws0">..<span class="_ _1a"> </span>..<span class="_ _3"> </span>..<span class="_ _1a"> </span>.. </div><div class="t m261 x111 h30 y361 ffb fs2a fc0 sc0 ls5b ws0">...... </div><div class="t m201 x70 h30 y361 ffb fs2a fc0 sc0 ls0 ws0">. <span class="_ _2"></span>.</div><div class="t m211 xa2 h30 y361 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 xe5 h2f y361 ffb fs2a fc0 sc0 ls6e ws0">........<span class="_ _b"></span><span class="ls6f">............. <span class="ffa ls70">122 </span></span></div><div class="t m201 x150 h2f y362 ffa fs2a fc0 sc0 ls71 ws0">4.5<span class="_ _4"></span><span class="ls0">.2 <span class="_"> </span><span class="ls72">PyTorc </span></span></div><div class="t m270 x14a h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">4</div><div class="t m271 xe3 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.</div><div class="t m272 x162 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">6</div><div class="t m273 x145 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">本章总结......</div><div class="t m274 x156 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">....</div><div class="t m275 x163 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.......</div><div class="t m276 x107 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.</div><div class="t m277 x117 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.....</div><div class="t m276 x5b h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.</div><div class="t m278 x62 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.....…………</div><div class="t m279 x6c h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">……</div><div class="t m27a x27 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">……</div><div class="t m201 x152 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">…</div><div class="t m276 x6e h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.</div><div class="t m27b x4b h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">..</div><div class="t m276 x4c h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.</div><div class="t m27c x4d h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.</div><div class="t m27b x1b h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">..</div><div class="t m27d xd9 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">…··….....</div><div class="t m276 x3a h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">.</div><div class="t m270 xe h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">…·</div><div class="t m27c x3b h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">·</div><div class="t m276 x70 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">·<span class="_ _9"> </span>·<span class="_ _9"> </span>·<span class="_ _9"> </span>·</div><div class="t m27c x51 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">·</div><div class="t m27e xa2 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">···</div><div class="t m276 x2e h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">·</div><div class="t m27f x6a h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">···</div><div class="t m280 x32 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">····</div><div class="t m281 x153 h2b y363 ff9 fs26 fc0 sc0 ls0 ws0">····…........</div><div class="t m201 x56 h2f y363 ffa fs2a fc0 sc0 ls0 ws0">1<span class="_ _c"></span><span class="ls73">26 </span></div><div class="t m282 x148 h34 y364 ff9 fs2f fc0 sc0 ls0 ws0">第</div><div class="t m283 x149 h34 y364 ff9 fs2f fc0 sc0 ls0 ws0">5</div><div class="t m284 x14a h34 y364 ff9 fs2f fc0 sc0 ls0 ws0">章目标检测与识别……</div><div class="t m201 xe6 h34 y364 ff9 fs2f fc0 sc0 ls0 ws0">…</div><div class="t m283 x61 h34 y364 ff9 fs2f fc0 sc0 ls0 ws0">….</div><div class="t m285 x5d h34 y364 ff9 fs2f fc0 sc0 ls0 ws0">.......…..</div><div class="t m286 x6c h30 y364 ffb fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 xc1 h30 y364 ffb fs2a fc0 sc0 ls0 ws0">··<span class="_ _b"></span>·</div><div class="t m287 xef h30 y364 ffb fs2a fc0 sc0 ls59 ws0">·…..</div><div class="t m229 x105 h30 y364 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m288 x11d h30 y364 ffb fs2a fc0 sc0 ls5b ws0">……………………………</div><div class="t m201 xe5 h30 y364 ffb fs2a fc0 sc0 ls0 ws0">…<span class="ffa fs30">E</span></div><div class="t m289 x164 h30 y364 ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m201 x165 h30 y364 ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m289 xd2 h30 y364 ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m201 x7a h2f y364 ffa fs2a fc0 sc0 ls0 ws0">·</div><div class="t m28a x166 h2f y364 ffa fs2a fc0 sc0 ls59 ws0">128 </div><div class="t m201 x14a h2f y365 ffa fs2a fc0 sc0 ls0 ws0">5<span class="_ _b"></span>.<span class="_ _1"></span>1 <span class="_"> </span><span class="ls74">Faster <span class="_ _c"></span><span class="ls75">RCNN</span></span></div><div class="t m28b x151 h30 y365 ffb fs2a fc0 sc0 ls59 ws0">…...</div><div class="t m201 xe4 h30 y365 ffb fs2a fc0 sc0 ls76 ws0">..…</div><div class="t m28c xe6 h30 y365 ffb fs2a fc0 sc0 ls59 ws0">……--………</div><div class="t m28d x6c h30 y365 ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m202 x27 h30 y365 ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m201 x167 h30 y365 ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m28e xf1 h30 y365 ffb fs2a fc0 sc0 ls5b ws0">…………………··</div><div class="t m28f x30 h30 y365 ffb fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 x3a h30 y365 ffb fs2a fc0 sc0 ls0 ws0">·</div><div class="t m261 xe h30 y365 ffb fs2a fc0 sc0 ls5b ws0">······</div><div class="t m290 x10 h30 y365 ffb fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 x50 h30 y365 ffb fs2a fc0 sc0 ls0 ws0">··<span class="_ _2"></span>··</div><div class="t m291 xe5 h30 y365 ffb fs2a fc0 sc0 ls5b ws0">………………·</div><div class="t m201 x168 h2f y365 ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _6"></span>· <span class="_ _c"></span><span class="ffa">1<span class="_ _6"></span><span class="ls77">29 </span></span></div><div class="t m201 x150 h2f y366 ffa fs2a fc0 sc0 ls78 ws0">5.1.1 <span class="_ _5"> </span><span class="ls79">Fas<span class="_ _b"></span><span class="ls0">t</span></span></div><div class="t m292 x134 h2f y367 ffa fs2a fc0 sc0 ls59 ws0">er </div><div class="t m293 x100 h35 y367 ff9 fs31 fc0 sc0 ls0 ws0">RCNN</div><div class="t m294 x117 h35 y367 ff9 fs31 fc0 sc0 ls0 ws0">介绍</div><div class="t m295 xe7 h35 y367 ff9 fs31 fc0 sc0 ls0 ws0">………·</div><div class="t m296 xee h35 y367 ff9 fs31 fc0 sc0 ls0 ws0">·</div><div class="t m297 x27 h30 y367 ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m298 x167 h30 y367 ffb fs2a fc0 sc0 ls5b ws0">………</div><div class="t m299 x6f h30 y367 ffb fs2a fc0 sc0 ls59 ws0">………………………….. </div><div class="t m201 x56 h2f y367 ffa fs2a fc0 sc0 ls70 ws0">129 </div><div class="t m201 x150 h2f y368 ffa fs2a fc0 sc0 ls0 ws0">5<span class="_ _b"></span>.</div><div class="t m29a x169 h2f y369 ffa fs2a fc0 sc0 ls5b ws0">1.2 </div><div class="t m1f1 x109 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">C</div><div class="t m1fe x15b h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">h</div><div class="t m29b x16a h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">ainerCY</div><div class="t m29c x116 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">版</div><div class="t m29d x9e h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">Faste</div><div class="t m29e x5d h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">r</div><div class="t m29f x64 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">RCNN</div><div class="t m2a0 x104 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">示例</div><div class="t m1fb x28 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">，</div><div class="t m1fd x108 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">·<span class="_ _17"> </span>·</div><div class="t m2a1 x67 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">··</div><div class="t m1fd x68 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">·<span class="_ _17"> </span>·</div><div class="t m2a2 x69 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">…·</div><div class="t m2a1 x6d h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">··</div><div class="t m1fd x6e h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">·<span class="_ _17"> </span>·<span class="_ _17"> </span>·<span class="_ _17"> </span>·</div><div class="t m2a1 x4d h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">··</div><div class="t m2a3 xf9 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">···</div><div class="t m2a4 xb2 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">·….....</div><div class="t m1fd xf h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">.</div><div class="t m237 x43 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">....……</div><div class="t m2a5 x6a h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">…</div><div class="t m2a6 x89 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">...</div><div class="t m2a7 xb3 h2e y369 ff9 fs29 fc0 sc0 ls0 ws0">..............</div><div class="t m2a8 x56 h2f y369 ffa fs2a fc0 sc0 ls5b ws0">131 </div><div class="t m201 x14a h2f y36a ffa fs2a fc0 sc0 ls7a ws0">5.2 <span class="_ _11"> </span><span class="ls7b">SSD</span></div><div class="t m2a9 x16b h30 y36a ffb fs2a fc0 sc0 ls5b ws0">…·….</div><div class="t m2aa x160 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">....</div><div class="t m201 x10b h30 y36a ffb fs2a fc0 sc0 ls7c ws0">...................…….............…</div><div class="t m28f x108 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">··</div><div class="t m261 x67 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">······</div><div class="t m2ab xf1 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 x6d h30 y36a ffb fs2a fc0 sc0 ls7d ws0">··········<span class="_ _4"></span><span class="ls0">·</span></div><div class="t m2ac xb2 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">···</div><div class="t m201 x39 h30 y36a ffb fs2a fc0 sc0 ls0 ws0">·</div><div class="t m2ab x2c h30 y36a ffb fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 x159 h30 y36a ffb fs2a fc0 sc0 ls0 ws0">·</div><div class="t m261 x111 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">······</div><div class="t m201 xe h30 y36a ffb fs2a fc0 sc0 ls0 ws0">·</div><div class="t m2ad xf h30 y36a ffb fs2a fc0 sc0 ls5b ws0">……………</div><div class="t m2ae x31 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">..……</div><div class="t m2af x165 h30 y36a ffb fs2a fc0 sc0 ls5b ws0">……….. </div><div class="t m201 x56 h2f y36a ffa fs2a fc0 sc0 ls0 ws0">1<span class="_ _c"></span><span class="ls7e">39 </span></div><div class="t m201 x150 h2f y36b ffa fs2a fc0 sc0 ls7f ws0">5.2 <span class="_ _1a"> </span><span class="ls0">I </span></div><div class="t m2b0 x109 h2d y36c ff9 fs28 fc0 sc0 ls0 ws0">SSD</div><div class="t m246 x16c h2d y36c ff9 fs28 fc0 sc0 ls0 ws0">介绍</div><div class="t m201 xf4 h30 y36c ffb fs2a fc0 sc0 ls80 ws0">…………………······<span class="_ _1"></span><span class="ls0">· </span></div><div class="t m2b1 x16d h30 y36c ffb fs2a fc0 sc0 ls59 ws0">……………………………·</div><div class="t m201 x14 h30 y36c ffb fs2a fc0 sc0 ls0 ws0">· </div><div class="t m202 x14e h30 y36c ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m211 x1f h30 y36c ffb fs2a fc0 sc0 ls5b ws0">.. </div><div class="t m201 x56 h2f y36c ffa fs2a fc0 sc0 ls0 ws0">1<span class="_ _c"></span><span class="ls7e">39 </span></div><div class="t m201 x150 h2f y36d ffa fs2a fc0 sc0 ls81 ws0">5.2.2 </div><div class="t m2b2 x109 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">SSD</div><div class="t m2b3 x14f h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">示例…....</div><div class="t m2b4 x9e h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">..</div><div class="t m1fb x47 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">.</div><div class="t m2b5 x60 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">......</div><div class="t m2b6 x5d h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">….....</div><div class="t m2a3 xed h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">...</div><div class="t m2b7 x161 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">....</div><div class="t m1fd x6c h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">.</div><div class="t m237 x3f h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">.…····</div><div class="t m2b8 x68 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">········</div><div class="t m2b9 x6e h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">········</div><div class="t m1fd x2a h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">·<span class="_ _17"> </span>·</div><div class="t m2a3 x83 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">···</div><div class="t m2b7 x2c h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">····</div><div class="t m2a1 x4e h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">··</div><div class="t m1fd x30 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">·</div><div class="t m2a1 xd h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">··</div><div class="t m2a7 xe h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">··············</div><div class="t m2ba x6a h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">····</div><div class="t m2a6 x12 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">···</div><div class="t m2b5 x13 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">······</div><div class="t m2bb x53 h2e y36e ff9 fs29 fc0 sc0 ls0 ws0">·········</div><div class="t m201 x56 h2f y36e ffa fs2a fc0 sc0 ls70 ws0">140 </div><div class="t m201 x14a h2f y36f ffc fs2d fc0 sc0 ls0 ws0">S <span class="_ _c"></span><span class="ffa fs2a">3 <span class="_"> </span><span class="ls82">YOLO</span></span></div><div class="t m2bc x135 h30 y36f ffb fs2a fc0 sc0 ls5b ws0">……………</div><div class="t m2bd x16e h30 y36f ffb fs2a fc0 sc0 ls59 ws0">·…</div><div class="t m201 x16f h30 y36f ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _b"></span>…</div><div class="t m2be xee h30 y36f ffb fs2a fc0 sc0 ls5b ws0">…....</div><div class="t m201 x66 h30 y36f ffb fs2a fc0 sc0 ls0 ws0">..</div><div class="t m2bf x27 h30 y36f ffb fs2a fc0 sc0 ls59 ws0">.…</div><div class="t m201 x1a h30 y36f ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _23"> </span>..<span class="_ _2"></span>.</div><div class="t m26f x42 h30 y36f ffb fs2a fc0 sc0 ls5b ws0">....</div><div class="t m201 xf9 h30 y36f ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m2c0 xd9 h30 y36f ffb fs2a fc0 sc0 ls59 ws0">.……</div><div class="t m201 x3b h30 y36f ffb fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span>..</div><div class="t m2c1 xfe h30 y36f ffb fs2a fc0 sc0 ls5b ws0">...</div><div class="t m20e x170 h30 y36f ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m201 xf6 h30 y36f ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m2c2 x103 h30 y36f ffb fs2a fc0 sc0 ls5b ws0">….. </div><div class="t m201 x56 h2f y36f ffa fs2a fc0 sc0 ls0 ws0">1<span class="_ _6"></span><span class="ls83">48 </span></div><div class="t m201 x150 h2f y370 ffa fs2a fc0 sc0 ls78 ws0">5.3.1 <span class="_ _24"> </span><span class="ls84">YOLO </span></div><div class="t m2c3 x171 h2f y371 ffa fs2a fc0 sc0 ls59 ws0">VL </div><div class="t m2c4 xf4 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">V2</div><div class="t m2c5 x172 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">和</div><div class="t m2c6 x158 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">V3</div><div class="t m2c7 xb9 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">介绍</div><div class="t m2c8 x91 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">.</div><div class="t m2c9 x104 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">..<span class="_ _8"> </span>..</div><div class="t m2ca x25 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">..…………·</div><div class="t m2cb x38 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">·……</div><div class="t m2cc xf9 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">………………………………</div><div class="t m2cd x33 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">..………</div><div class="t m2ce x103 h34 y371 ff9 fs2f fc0 sc0 ls0 ws0">…..</div><div class="t m26a x56 h2f y371 ffa fs2a fc0 sc0 ls5b ws0">148 </div><div class="t m201 x150 h2f y372 ffa fs2a fc0 sc0 ls85 ws0">5.3.2 </div><div class="t m2cf x109 h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">Keras</div><div class="t m267 x156 h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">版本</div><div class="t m2d0 x116 h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">YOLOY3</div><div class="t m2d1 x10e h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">示例.</div><div class="t m2d2 x104 h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">.</div><div class="t m2d3 x6c h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">....</div><div class="t m2d2 x26 h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">.<span class="_ _1c"> </span>.</div><div class="t m2d4 xef h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">……</div><div class="t m2d5 x29 h31 y372 ff9 fs2b fc0 sc0 ls0 ws0">…….......……………·．．．．．</div><div class="t m2d6 x165 h30 y372 ffb fs2a fc0 sc0 ls59 ws0">.. </div><div class="t m201 x168 h2f y372 ffb fs2a fc0 sc0 ls0 ws0">…<span class="_"> </span><span class="ffa ls70">150 </span></div><div class="t m2d7 x14a h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">5.4</div><div class="t m2d8 x145 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">本意总结…</div><div class="t m2d9 x2 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">…..…………………………………………...</div><div class="t m2da x152 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">....</div><div class="t m2db x38 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">…………</div><div class="t m2dc x2b h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">E</div><div class="t m2dd x39 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">…</div><div class="t m2de x159 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">……</div><div class="t m2dd x3a h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">…</div><div class="t m2df x43 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">…..……..……</div><div class="t m2e0 x13 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">…</div><div class="t m2dd x71 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">…</div><div class="t m2e1 x53 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">………</div><div class="t m2e2 x56 h34 y373 ff9 fs2f fc0 sc0 ls0 ws0">157</div><div class="t m1ef x173 h2d y374 ff9 fs28 fc0 sc0 ls0 ws0">第</div><div class="t m2e3 x149 h2d y374 ff9 fs28 fc0 sc0 ls0 ws0">6</div><div class="t m2e4 x174 h2d y374 ff9 fs28 fc0 sc0 ls0 ws0">章图像分割……………………………………………·………………</div><div class="t m2e5 xd3 h2d y374 ff9 fs28 fc0 sc0 ls0 ws0">··158</div><div class="t m201 x174 h2f y375 ffa fs2a fc0 sc0 ls0 ws0">6 </div><div class="t m2e6 x5e h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">I</div><div class="t m2e7 x145 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">物体分割</div><div class="t m2e8 x160 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">··</div><div class="t m2d2 xc6 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">·</div><div class="t m2e6 x2 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">···</div><div class="t m2d2 x151 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">·<span class="_ _15"> </span>·<span class="_ _15"> </span>·</div><div class="t m2e9 x10c h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">····………..</div><div class="t m2d2 x175 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">.</div><div class="t m2ea x23 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">....…………·</div><div class="t m2d2 x25 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">·<span class="_ _15"> </span>·<span class="_ _15"> </span>·<span class="_ _15"> </span>·<span class="_ _15"> </span>·<span class="_ _15"> </span>·</div><div class="t m2eb x41 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">……………</div><div class="t m2ec x176 h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">…</div><div class="t m2ed x13e h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">………</div><div class="t m2ec xfe h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">…</div><div class="t m2e8 x2d h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">..</div><div class="t m2ee x2e h31 y375 ff9 fs2b fc0 sc0 ls0 ws0">...……·</div><div class="t m2ef x132 h30 y375 ffb fs2a fc0 sc0 ls59 ws0">….. </div><div class="t m201 x15 h2f y375 ffa fs2a fc0 sc0 ls70 ws0">159 </div><div class="t m2f0 x174 h2b y376 ff9 fs26 fc0 sc0 ls0 ws0">62</div><div class="t m2f1 x145 h2b y376 ff9 fs26 fc0 sc0 ls0 ws0">语义分割…</div><div class="t m201 x137 h30 y376 ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _0"></span>…</div><div class="t m211 x177 h30 y376 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x175 h30 y376 ffb fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m2f2 x158 h30 y376 ffb fs2a fc0 sc0 ls59 ws0">.……….</div><div class="t m201 x2f h30 y376 ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m2f3 x25 h30 y376 ffb fs2a fc0 sc0 ls59 ws0">.....………</div><div class="t m201 x1b h30 y376 ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 xf9 h30 y376 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m2c1 x2a h30 y376 ffb fs2a fc0 sc0 ls5b ws0">...</div><div class="t m2f4 x13d h30 y376 ffb fs2a fc0 sc0 ls59 ws0">.…</div><div class="t m201 x178 h30 y376 ffb fs2a fc0 sc0 ls0 ws0">·</div><div class="t m228 x30 h30 y376 ffb fs2a fc0 sc0 ls5b ws0">···</div><div class="t m2ac xe h30 y376 ffb fs2a fc0 sc0 ls5b ws0">···</div><div class="t m2f5 x102 h30 y376 ffb fs2a fc0 sc0 ls5b ws0">·……</div><div class="t m201 x179 h30 y376 ffb fs2a fc0 sc0 ls0 ws0">.<span class="ls86">.........</span></div><div class="t m2f6 x33 h30 y376 ffb fs2a fc0 sc0 ls59 ws0">..……</div><div class="t m201 x56 h2f y376 ffa fs2a fc0 sc0 ls0 ws0">1<span class="_ _25"></span><span class="ls87">64 </span></div><div class="t m201 x150 h2f y377 ffa fs2a fc0 sc0 ls88 ws0">6.2.<span class="_ _1a"> </span><span class="ls0">1 </span></div><div class="t m2f7 x109 h32 y378 ff9 fs2c fc0 sc0 ls0 ws0">FCN</div><div class="t m2f8 xe0 h32 y378 ff9 fs2c fc0 sc0 ls0 ws0">与</div><div class="t m2f9 x58 h32 y378 ff9 fs2c fc0 sc0 ls0 ws0">SegNet</div><div class="t m2fa x47 h30 y378 ffb fs2a fc0 sc0 ls5b ws0">.....…··</div><div class="t m2ac x18 h30 y378 ffb fs2a fc0 sc0 ls5b ws0">···</div><div class="t m201 x16f h30 y378 ffb fs2a fc0 sc0 ls0 ws0">··<span class="_ _2"></span>··</div><div class="t m2fb x19 h30 y378 ffb fs2a fc0 sc0 ls5b ws0">…………</div><div class="t m201 x41 h30 y378 ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _6"></span>·</div><div class="t m2fc x167 h30 y378 ffb fs2a fc0 sc0 ls5b ws0">·····</div><div class="t m201 x14c h30 y378 ffb fs2a fc0 sc0 ls0 ws0">·</div><div class="t m26f x6d h30 y378 ffb fs2a fc0 sc0 ls5b ws0">····</div><div class="t m201 x42 h30 y378 ffb fs2a fc0 sc0 ls0 ws0">··<span class="_ _2"></span>·</div><div class="t m2fd xf2 h30 y378 ffb fs2a fc0 sc0 ls5b ws0">………</div><div class="t m2fe x1c h30 y378 ffb fs2a fc0 sc0 ls5b ws0">…………………………………….. </div><div class="t m2ff x56 h2f y378 ffa fs2a fc0 sc0 ls5b ws0">166 </div><div class="t m201 x150 h2f y379 ffa fs2a fc0 sc0 ls89 ws0">6.2.2 <span class="_"> </span><span class="ls8a">PSPNet</span></div><div class="t m300 xe4 h30 y379 ffb fs2a fc0 sc0 ls59 ws0">………</div><div class="t m207 x17a h30 y379 ffb fs2a fc0 sc0 ls59 ws0">……</div><div class="t m201 x19 h30 y379 ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m202 xf5 h30 y379 ffb fs2a fc0 sc0 ls5b ws0">……</div><div class="t m201 x13a h30 y379 ffb fs2a fc0 sc0 ls0 ws0">…</div><div class="t m301 xc2 h30 y379 ffb fs2a fc0 sc0 ls59 ws0">……</div><div class="t m201 xd9 h30 y379 ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 x2a h30 y379 ffb fs2a fc0 sc0 ls5b ws0">..<span class="_ _1a"> </span>..</div><div class="t m302 x39 h30 y379 ffb fs2a fc0 sc0 ls59 ws0">.……</div><div class="t m201 x43 h30 y379 ffb fs2a fc0 sc0 ls0 ws0">…<span class="_ _19"> </span>…<span class="_ _3"></span>..<span class="_ _2"></span>.</div><div class="t m211 x31 h30 y379 ffb fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x12 h30 y379 ffb fs2a fc0 sc0 ls0 ws0">.</div><div class="t m303 x44 h30 y379 ffb fs2a fc0 sc0 ls59 ws0">……·…. </div><div class="t m304 x56 h2f y379 ffa fs2a fc0 sc0 ls5b ws0">171 </div><div class="t m201 x17b h36 y37a ffb fs32 fc0 sc0 ls8b ws0">VII </div><div class="t m305 xd5 h2c y37b ff9 fs27 fc0 sc0 ls0 ws0">严禁网络传播本</div><div class="t m306 xd7 h2c y37b ff9 fs27 fc0 sc0 ls0 ws0">PDF</div><div class="t m307 xd8 h2c y37b ff9 fs27 fc0 sc0 ls0 ws0">，违者责任自负</div><div class="t m308 xd9 h2c y37b ff9 fs27 fc0 sc0 ls0 ws0">1</div><div class="t m201 x144 h37 y37c ffd fs33 fc0 sc0 ls0 ws0"><span class="fc0 sc0">前</span></div></div><div class="pi" data-data='{"ctm":[1.925855,0.000000,0.000000,1.925855,0.000000,0.000000]}'></div></div>
<div id="pf4" class="pf w4 h15" data-page-no="4"><div class="pc pc4 w4 h15"><img class="bi x0 y0 w1 h16" alt="" src="https://csdnimg.cn/release/download_crawler_static/11391629/bg4.jpg"><div class="t m1e9 x1 h2b y37d ffe fs26 fc0 sc0 ls0 ws0">版权所有，严禁传播，违者</div><div class="t m1ea x145 h2b y37d ffe fs26 fc0 sc0 ls0 ws0">自</div><div class="t m309 x146 h2b y37d ffe fs26 fc0 sc0 ls0 ws0">负法律责任</div><div class="t m1ec x2 h2b y37d ffe fs26 fc0 sc0 ls0 ws0">！</div><div class="t m1ed x3 h2c y37d ffe fs27 fc0 sc0 ls0 ws0">非卖品，仅供非商业用途或交流学习使用</div><div class="t m30a x17c h38 y37e ffe fs34 fc0 sc0 ls0 ws0">深度学习实践：计算机视觉</div><div class="t m201 x145 h2f y37f fff fs2a fc0 sc0 ls8c ws0">6.2 <span class="_ _1"></span><span class="ls0">3 <span class="_ _11"> </span><span class="ls8d">DeepLab··<span class="_ _b"></span></span><span class="ff10">…<span class="_ _17"> </span>·</span></span></div><div class="t m30b x9e h30 y37f ff10 fs2a fc0 sc0 ls59 ws0">·.......……</div><div class="t m201 xc0 h30 y37f ff10 fs2a fc0 sc0 ls0 ws0">.<span class="_ _14"> </span><span class="ls8e">........</span></div><div class="t m211 x17d h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m2c1 xc2 h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">...</div><div class="t m201 x17e h30 y37f ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m30c xc4 h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">……….</div><div class="t m211 xd9 h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m30d x17f h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">...……</div><div class="t m201 x178 h39 y37f fff fs30 fc0 sc0 ls0 ws0">E</div><div class="t m30e x180 h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">…………......</div><div class="t m201 x181 h30 y37f ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m30f x182 h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">......…</div><div class="t m201 xf6 h30 y37f ff10 fs2a fc0 sc0 ls0 ws0">·</div><div class="t m2ab xdb h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 x14e h30 y37f ff10 fs2a fc0 sc0 ls0 ws0">·</div><div class="t m20c x34 h30 y37f ff10 fs2a fc0 sc0 ls5b ws0">····· </div><div class="t m201 x7a h2f y37f fff fs2a fc0 sc0 ls70 ws0">172 </div><div class="t m310 x6 h3a y380 ffe fs35 fc0 sc0 ls0 ws0">63</div><div class="t m311 x9 h3a y380 ffe fs35 fc0 sc0 ls0 ws0">实例分割</div><div class="t m312 x183 h3a y380 ffe fs35 fc0 sc0 ls0 ws0">.</div><div class="t m313 x15b h3a y380 ffe fs35 fc0 sc0 ls0 ws0">....…….............…</div><div class="t m314 x175 h3a y380 ffe fs35 fc0 sc0 ls0 ws0">....</div><div class="t m315 x17a h3a y380 ffe fs35 fc0 sc0 ls0 ws0">.……·</div><div class="t m26f xd8 h30 y380 ff10 fs2a fc0 sc0 ls5b ws0">....</div><div class="t m201 x41 h30 y380 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m316 x184 h30 y380 ff10 fs2a fc0 sc0 ls59 ws0">..……</div><div class="t m201 xb4 h30 y380 ff10 fs2a fc0 sc0 ls0 ws0">…<span class="_ _b"></span>…<span class="_ _6"></span>...</div><div class="t m211 x13d h30 y380 ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x13e h30 y380 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m317 x185 h30 y380 ff10 fs2a fc0 sc0 ls5b ws0">.......…….......….......…········· </div><div class="t m2ff x186 h2f y380 fff fs2a fc0 sc0 ls5b ws0">176 </div><div class="t m201 x145 h2f y381 fff fs2a fc0 sc0 ls0 ws0">6 </div><div class="t m318 x187 h2f y381 fff fs2a fc0 sc0 ls5b ws0">3.1 </div><div class="t m201 x188 h2f y381 fff fs2a fc0 sc0 ls8f ws0">FCIS········</div><div class="t m319 xc7 h30 y381 ff10 fs2a fc0 sc0 ls5b ws0">……·</div><div class="t m201 x189 h30 y381 ff10 fs2a fc0 sc0 ls0 ws0">-</div><div class="t m31a x77 h30 y381 ff10 fs2a fc0 sc0 ls59 ws0">………··…......</div><div class="t m2c1 x18a h30 y381 ff10 fs2a fc0 sc0 ls5b ws0">...</div><div class="t m261 x167 h30 y381 ff10 fs2a fc0 sc0 ls5b ws0">......</div><div class="t m201 x18b h30 y381 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m31b x18c h30 y381 ff10 fs2a fc0 sc0 ls5b ws0">.…··</div><div class="t m201 xf2 h30 y381 ff10 fs2a fc0 sc0 ls0 ws0">··<span class="_ _2"></span>·<span class="ls90">·········<span class="_ _1"></span></span>·</div><div class="t m31c x178 h30 y381 ff10 fs2a fc0 sc0 ls5b ws0">·…………………………······· </div><div class="t m201 x7a h2f y381 fff fs2a fc0 sc0 ls70 ws0">177 </div><div class="t m201 x145 h2f y382 fff fs2a fc0 sc0 ls91 ws0">6.3.2 <span class="_ _11"> </span><span class="ls92">Mask <span class="_ _4"></span><span class="ls93">R-CNN</span></span></div><div class="t m31d xec h30 y383 ff10 fs2a fc0 sc0 ls5b ws0">………..</div><div class="t m201 x158 h30 y383 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m31e x17a h30 y383 ff10 fs2a fc0 sc0 ls5b ws0">…......</div><div class="t m201 x55 h30 y383 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m31f xad h30 y383 ff10 fs2a fc0 sc0 ls59 ws0">.……………………</div><div class="t m201 x18d h30 y383 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 x11 h30 y383 ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x140 h30 y383 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m26f x179 h30 y383 ff10 fs2a fc0 sc0 ls5b ws0">....</div><div class="t m201 x18e h30 y383 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m320 x181 h30 y383 ff10 fs2a fc0 sc0 ls59 ws0">……</div><div class="t m201 x14e h2f y383 ff10 fs2a fc0 sc0 ls0 ws0">. <span class="_ _14"> </span>. <span class="_ _7"> </span><span class="fff ls70">178 </span></div><div class="t m201 x145 h2f y384 fff fs2a fc0 sc0 ls94 ws0">6.3<span class="_ _3"> </span><span class="ls0">.3 <span class="_ _18"> </span><span class="ls95">MaskLab</span></span></div><div class="t m202 x136 h30 y385 ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m28d x15f h30 y385 ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m321 xa9 h30 y385 ff10 fs2a fc0 sc0 ls59 ws0">…·…….........……………</div><div class="t m201 x18f h30 y385 ff10 fs2a fc0 sc0 ls0 ws0">…</div><div class="t m322 x13e h30 y385 ff10 fs2a fc0 sc0 ls5b ws0">………………...</div><div class="t m223 xe5 h30 y385 ff10 fs2a fc0 sc0 ls5b ws0">.....</div><div class="t m323 x164 h30 y385 ff10 fs2a fc0 sc0 ls5b ws0">.……………· </div><div class="t m201 x7a h2f y385 fff fs2a fc0 sc0 ls70 ws0">180 </div><div class="t m201 x145 h2f y386 fff fs2a fc0 sc0 ls96 ws0">6.3.4 <span class="_"> </span><span class="ls97">PANet</span></div><div class="t m324 x190 h30 y387 ff10 fs2a fc0 sc0 ls59 ws0">…………………....</div><div class="t m201 x19 h30 y387 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 x191 h30 y387 ff10 fs2a fc0 sc0 ls5b ws0">..<span class="_ _1a"> </span>..</div><div class="t m2c1 x192 h30 y387 ff10 fs2a fc0 sc0 ls5b ws0">...</div><div class="t m201 x139 h30 y387 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m325 x193 h30 y387 ff10 fs2a fc0 sc0 ls5b ws0">…………………………………………</div><div class="t m297 x194 h30 y387 ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m326 xce h30 y387 ff10 fs2a fc0 sc0 ls5b ws0">……………. </div><div class="t m2a8 x186 h2f y387 fff fs2a fc0 sc0 ls5b ws0">181 </div><div class="t m327 x6 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">6.4</div><div class="t m328 x9 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">本章总结................</div><div class="t m329 x76 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">.</div><div class="t m32a x5a h3b y388 ffe fs36 fc0 sc0 ls0 ws0">.......</div><div class="t m32b x23 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">..</div><div class="t m32c x158 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">...</div><div class="t m329 x195 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">.</div><div class="t m32d x18 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">…………….</div><div class="t m329 x167 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">.</div><div class="t m32e x1a h3b y388 ffe fs36 fc0 sc0 ls0 ws0">......………</div><div class="t m32f x13d h3b y388 ffe fs36 fc0 sc0 ls0 ws0">…</div><div class="t m330 x196 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">…</div><div class="t m331 x178 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">…</div><div class="t m332 xe h3b y388 ffe fs36 fc0 sc0 ls0 ws0">……………………</div><div class="t m32f xf6 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">…</div><div class="t m333 x34 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">….</div><div class="t m329 x45 h3b y388 ffe fs36 fc0 sc0 ls0 ws0">.</div><div class="t m26a x7a h2f y388 fff fs2a fc0 sc0 ls5b ws0">181 </div><div class="t m334 x197 h34 y389 ffe fs2f fc0 sc0 ls0 ws0">第</div><div class="t m2c4 x198 h34 y389 ffe fs2f fc0 sc0 ls0 ws0">7</div><div class="t m335 x6 h34 y389 ffe fs2f fc0 sc0 ls0 ws0">章图像搜索…</div><div class="t m336 x190 h34 y389 ffe fs2f fc0 sc0 ls0 ws0">……</div><div class="t m337 x137 h34 y389 ffe fs2f fc0 sc0 ls0 ws0">……·</div><div class="t m338 x17a h30 y389 ff10 fs2a fc0 sc0 ls59 ws0">……………………</div><div class="t m201 x199 h30 y389 ff10 fs2a fc0 sc0 ls0 ws0">.<span class="_ _b"></span><span class="ls98">...</span></div><div class="t m339 x11a h30 y389 ff10 fs2a fc0 sc0 ls5b ws0">..……………</div><div class="t m201 x3b h30 y389 ff10 fs2a fc0 sc0 ls0 ws0">…</div><div class="t m33a x12d h30 y389 ff10 fs2a fc0 sc0 ls5b ws0">…….</div><div class="t m201 x182 h30 y389 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m33b x32 h30 y389 ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x89 h30 y389 ff10 fs2a fc0 sc0 ls23 ws0">....</div><div class="t m289 x165 h30 y389 ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m33c x103 h2f y389 fff fs2a fc0 sc0 ls59 ws0">··183 </div><div class="t m33d x19a h2f y38a fff fs2a fc0 sc0 ls5b ws0">7.1 </div><div class="t m201 x7c h2f y38a fff fs2a fc0 sc0 ls74 ws0">Siamese <span class="_ _2"></span><span class="ls99">Network </span></div><div class="t m2c2 xb h30 y38a ff10 fs2a fc0 sc0 ls5b ws0">…..</div><div class="t m201 x5a h30 y38a ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m258 xf4 h30 y38a ff10 fs2a fc0 sc0 ls5b ws0">...</div><div class="t m2c1 xd5 h30 y38a ff10 fs2a fc0 sc0 ls5b ws0">...</div><div class="t m228 x172 h30 y38a ff10 fs2a fc0 sc0 ls5b ws0">...</div><div class="t m201 x23 h30 y38a ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m203 x19b h30 y38a ff10 fs2a fc0 sc0 ls5b ws0">………</div><div class="t m201 x19 h30 y38a ff10 fs2a fc0 sc0 ls0 ws0">.<span class="_ _1f"> </span>.</div><div class="t m33e x3f h30 y38a ff10 fs2a fc0 sc0 ls59 ws0">..</div><div class="t m201 x18a h30 y38a ff10 fs2a fc0 sc0 ls9a ws0">.......<span class="_ _4"></span><span class="ls0">.</span></div><div class="t m33f x19c h30 y38a ff10 fs2a fc0 sc0 ls59 ws0">...............................</div><div class="t m201 x12 h30 y38a ff10 fs2a fc0 sc0 ls0 ws0">.<span class="_ _14"> </span><span class="ls9b">.......... </span></div><div class="t m2ff x7a h2f y38a fff fs2a fc0 sc0 ls5b ws0">185 </div><div class="t m201 x19a h2f y38b fff fs2a fc0 sc0 ls8c ws0">7.2 <span class="_ _11"> </span><span class="ls9c">Tnplet <span class="_ _c"></span><span class="ls99">Network <span class="_ _13"> </span><span class="ff10 ls9d">…………<span class="_ _4"></span><span class="ls0">..<span class="_ _2"></span>.</span></span></span></span></div><div class="t m340 x19d h30 y38b ff10 fs2a fc0 sc0 ls5b ws0">.....………………..</div><div class="t m201 x16d h30 y38b ff10 fs2a fc0 sc0 ls0 ws0">.<span class="_ _c"></span><span class="ls6d">......<span class="_ _1"></span><span class="ls0">…<span class="_ _6"></span><span class="ls66">…....</span></span></span></div><div class="t m26f x2a h30 y38b ff10 fs2a fc0 sc0 ls5b ws0">....</div><div class="t m201 x39 h30 y38b ff10 fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span><span class="ls9e">........<span class="_ _4"></span><span class="ls0">.<span class="ls9f">......…··<span class="_ _b"></span></span>···</span></span></div><div class="t m341 x32 h30 y38b ff10 fs2a fc0 sc0 ls5b ws0">·………·…·· </div><div class="t m201 x7a h2f y38b fff fs2a fc0 sc0 ls60 ws0">186 </div><div class="t m201 x19a h2f y38c fff fs2a fc0 sc0 lsa0 ws0">7.3 <span class="_ _7"> </span><span class="lsa1">Margm <span class="_ _b"></span><span class="lsa2">Based <span class="ls99">Network</span></span></span></div><div class="t m342 x16e h30 y38d ff10 fs2a fc0 sc0 ls59 ws0">………·……........……</div><div class="t m201 x19e h30 y38d ff10 fs2a fc0 sc0 ls0 ws0">…</div><div class="t m211 x17f h30 y38d ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x13d h30 y38d ff10 fs2a fc0 sc0 ls0 ws0">..</div><div class="t m211 x13e h30 y38d ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x196 h30 y38d ff10 fs2a fc0 sc0 ls0 ws0">..</div><div class="t m211 x19f h30 y38d ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x30 h30 y38d ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 xd h30 y38d ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m343 xe h30 y38d ff10 fs2a fc0 sc0 ls5b ws0">.…</div><div class="t m201 x3b h30 y38d ff10 fs2a fc0 sc0 ls0 ws0">…<span class="_ _b"></span>…<span class="_ _11"> </span>…</div><div class="t m28d x182 h30 y38d ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m202 x14 h30 y38d ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m201 x186 h2f y38d fff fs2a fc0 sc0 ls70 ws0">188 </div><div class="t m201 x19a h2f y38e fff fs2a fc0 sc0 lsa3 ws0">7.4 </div><div class="t m344 x7c h2c y38f ffe fs27 fc0 sc0 ls0 ws0">Keras</div><div class="t m345 x16b h2c y38f ffe fs27 fc0 sc0 ls0 ws0">版</div><div class="t m346 x37 h2c y38f ffe fs27 fc0 sc0 ls0 ws0">Triplet</div><div class="t m347 x1a0 h2c y38f ffe fs27 fc0 sc0 ls0 ws0">Network</div><div class="t m348 x1a1 h2c y38f ffe fs27 fc0 sc0 ls0 ws0">示例........…·</div><div class="t m349 x25 h2c y38f ffe fs27 fc0 sc0 ls0 ws0">·<span class="_ _10"> </span>·<span class="_ _10"> </span>·</div><div class="t m34a xef h2c y38f ffe fs27 fc0 sc0 ls0 ws0">··……</div><div class="t m201 xf9 h30 y38f ff10 fs2a fc0 sc0 ls0 ws0">..</div><div class="t m26f x2a h30 y38f ff10 fs2a fc0 sc0 ls5b ws0">....</div><div class="t m201 x39 h30 y38f ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m34b x13e h30 y38f ff10 fs2a fc0 sc0 ls59 ws0">…………….......…· </div><div class="t m201 x186 h2f y38f fff fs2a fc0 sc0 ls70 ws0">190 </div><div class="t m201 x1a2 h2f y390 fff fs2a fc0 sc0 ls0 ws0">7 </div><div class="t m34c x187 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">4.1</div><div class="t m34d x1a3 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">准备数据…··………………………</div><div class="t m34e x104 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">…</div><div class="t m34f x2f h2e y391 ffe fs29 fc0 sc0 ls0 ws0">………………</div><div class="t m1fd x6e h2e y391 ffe fs29 fc0 sc0 ls0 ws0">.</div><div class="t m1fb x42 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">.</div><div class="t m1f5 x4c h2e y391 ffe fs29 fc0 sc0 ls0 ws0">.</div><div class="t m1fd x4d h2e y391 ffe fs29 fc0 sc0 ls0 ws0">.<span class="_ _17"> </span>.</div><div class="t m2a1 xf9 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">..</div><div class="t m1fd x2a h2e y391 ffe fs29 fc0 sc0 ls0 ws0">.</div><div class="t m2a1 xb2 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">..</div><div class="t m1fd x2b h2e y391 ffe fs29 fc0 sc0 ls0 ws0">.</div><div class="t m2a6 x39 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">...</div><div class="t m350 x159 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">..……………</div><div class="t m2a1 x6a h2e y391 ffe fs29 fc0 sc0 ls0 ws0">..<span class="_ _23"> </span>..</div><div class="t m351 x12 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">..…</div><div class="t m352 x14 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">…·····</div><div class="t m1fd x168 h2e y391 ffe fs29 fc0 sc0 ls0 ws0">·<span class="_ _17"> </span>·</div><div class="t m201 x186 h2f y391 fff fs2a fc0 sc0 ls70 ws0">190 </div><div class="t m201 x1a2 h2f y392 fff fs2a fc0 sc0 ls0 ws0">7 </div><div class="t m353 x187 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">4.2</div><div class="t m354 x1a3 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">训</div><div class="t m355 x183 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">练文件</div><div class="t m32c xb h2b y393 ffe fs26 fc0 sc0 ls0 ws0">··－</div><div class="t m356 x76 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">…</div><div class="t m276 x117 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">.</div><div class="t m357 xd5 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">....……….</div><div class="t m27c xc h2b y393 ffe fs26 fc0 sc0 ls0 ws0">.<span class="_"> </span>.</div><div class="t m276 x104 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">.</div><div class="t m358 x6c h2b y393 ffe fs26 fc0 sc0 ls0 ws0">.......</div><div class="t m359 x27 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">..</div><div class="t m35a xf0 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">………….....</div><div class="t m27c x1c h2b y393 ffe fs26 fc0 sc0 ls0 ws0">.</div><div class="t m35b x111 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">…….......</div><div class="t m27c x1a4 h2b y393 ffe fs26 fc0 sc0 ls0 ws0">.</div><div class="t m201 x12 h30 y393 ff10 fs2a fc0 sc0 ls70 ws0">.......<span class="_ _1"></span><span class="ls0">. </span></div><div class="t m35c x186 h2f y393 fff fs2a fc0 sc0 ls5b ws0">191 </div><div class="t m201 x1a2 h2f y394 fff fs2a fc0 sc0 ls0 ws0">7 </div><div class="t m35d x187 h2e y394 ffe fs29 fc0 sc0 ls0 ws0">4.3</div><div class="t m35e x1a3 h2e y394 ffe fs29 fc0 sc0 ls0 ws0">采样文件</div><div class="t m2a3 xb h2e y394 ffe fs29 fc0 sc0 ls0 ws0">．．</div><div class="t m239 x110 h2e y394 ffe fs29 fc0 sc0 ls0 ws0">．</div><div class="t m35f x76 h2e y394 ffe fs29 fc0 sc0 ls0 ws0">．．．………………………………………</div><div class="t m235 x18c h2e y394 ffe fs29 fc0 sc0 ls0 ws0">…</div><div class="t m360 x4c h2e y394 ffe fs29 fc0 sc0 ls0 ws0">........….......……………………·</div><div class="t m2ff x186 h2f y394 fff fs2a fc0 sc0 ls5b ws0">195 </div><div class="t m361 x1a2 h2c y395 ffe fs27 fc0 sc0 ls0 ws0">7.4.4</div><div class="t m362 x1a3 h2c y395 ffe fs27 fc0 sc0 ls0 ws0">模型训练……......…</div><div class="t m363 x23 h2c y395 ffe fs27 fc0 sc0 ls0 ws0">…</div><div class="t m364 x18 h2c y395 ffe fs27 fc0 sc0 ls0 ws0">......</div><div class="t m349 x55 h2c y395 ffe fs27 fc0 sc0 ls0 ws0">.</div><div class="t m365 x19 h2c y395 ffe fs27 fc0 sc0 ls0 ws0">………··</div><div class="t m201 x1a h30 y395 ff10 fs2a fc0 sc0 ls0 ws0">…<span class="_ _5"> </span>..</div><div class="t m366 x6f h30 y395 ff10 fs2a fc0 sc0 ls59 ws0">.....……………………………</div><div class="t m201 x7a h2f y395 fff fs2a fc0 sc0 lsa4 ws0">202 </div><div class="t m367 x1a2 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">7.4</div><div class="t m368 x1a5 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">.</div><div class="t m369 x21 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">5</div><div class="t m216 x1a3 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">模</div><div class="t m220 x1a6 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">型</div><div class="t m36a xc6 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">测试…....</div><div class="t m21d xe6 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">.</div><div class="t m36b x47 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">.……·…………………………………………………·</div><div class="t m21d x3b h32 y396 ffe fs2c fc0 sc0 ls0 ws0">·<span class="_ _21"> </span>·<span class="_ _21"> </span>·</div><div class="t m36c x11 h32 y396 ffe fs2c fc0 sc0 ls0 ws0">··………………</div><div class="t m36d x7a h32 y396 ffe fs2c fc0 sc0 ls0 ws0">206</div><div class="t m201 x1a2 h2f y364 fff fs2a fc0 sc0 lsa3 ws0">7.4 </div><div class="t m306 x21 h2c y364 ffe fs27 fc0 sc0 ls0 ws0">5</div><div class="t m36e x1a3 h2c y364 ffe fs27 fc0 sc0 ls0 ws0">结果可视化</div><div class="t m36f xe6 h30 y364 ff10 fs2a fc0 sc0 ls59 ws0">…….........……. </div><div class="t m201 x28 h30 y364 ff10 fs2a fc0 sc0 ls90 ws0">·········</div><div class="t m2ac xf1 h30 y364 ff10 fs2a fc0 sc0 ls5b ws0">···</div><div class="t m201 x38 h30 y364 ff10 fs2a fc0 sc0 ls0 ws0">·</div><div class="t m370 x6e h30 y364 ff10 fs2a fc0 sc0 ls59 ws0">····…</div><div class="t m211 x176 h30 y364 ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x39 h30 y364 ff10 fs2a fc0 sc0 ls6d ws0">......<span class="_ _b"></span><span class="ls0">…</span></div><div class="t m371 x3a h30 y364 ff10 fs2a fc0 sc0 ls5b ws0">……………………………</div><div class="t m201 x168 h2f y364 fff fs2a fc0 sc0 ls0 ws0">··<span class="_ _4"></span><span class="lsa4">210 </span></div><div class="t m372 x1a7 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">7.5</div><div class="t m373 x7c h31 y397 ffe fs2b fc0 sc0 ls0 ws0">本章小结</div><div class="t m374 x15b h31 y397 ffe fs2b fc0 sc0 ls0 ws0">…</div><div class="t m375 x2 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">…………·……</div><div class="t m376 x175 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">…</div><div class="t m377 xe8 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">……</div><div class="t m2d2 x14b h31 y397 ffe fs2b fc0 sc0 ls0 ws0">·<span class="_ _15"> </span>·<span class="_ _15"> </span>·</div><div class="t m378 xed h31 y397 ffe fs2b fc0 sc0 ls0 ws0">······</div><div class="t m379 x104 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">······</div><div class="t m37a x66 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">····<span class="_ _7"> </span>····</div><div class="t m37b x68 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">·····</div><div class="t m2d2 x14c h31 y397 ffe fs2b fc0 sc0 ls0 ws0">·<span class="_ _15"> </span>·<span class="_ _15"> </span>·</div><div class="t m2e8 x6e h31 y397 ffe fs2b fc0 sc0 ls0 ws0">··</div><div class="t m2d2 x42 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">·<span class="_ _15"> </span>·<span class="_ _15"> </span>·</div><div class="t m376 x1b h31 y397 ffe fs2b fc0 sc0 ls0 ws0">…</div><div class="t m37c x2a h31 y397 ffe fs2b fc0 sc0 ls0 ws0">…</div><div class="t m37d x1c h31 y397 ffe fs2b fc0 sc0 ls0 ws0">·<span class="_ _26"> </span>．<span class="_ _16"> </span>．<span class="_ _11"> </span>．</div><div class="t m37e x3a h31 y397 ffe fs2b fc0 sc0 ls0 ws0">．．．</div><div class="t m37d x43 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">．</div><div class="t m37f x102 h31 y397 ffe fs2b fc0 sc0 ls0 ws0">．．．．．</div><div class="t m380 x2e h30 y397 ff10 fs2a fc0 sc0 ls59 ws0">………….. </div><div class="t m201 x7a h2f y397 fff fs2a fc0 sc0 lsa5 ws0">216 </div><div class="t m381 x197 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">第</div><div class="t m382 x1a8 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">8</div><div class="t m383 x19a h33 y398 ffe fs2e fc0 sc0 ls0 ws0">章图像</div><div class="t m384 x169 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">生</div><div class="t m385 x1a3 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">成.</div><div class="t m386 x1a9 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.</div><div class="t m387 x1aa h33 y398 ffe fs2e fc0 sc0 ls0 ws0">....………·……….</div><div class="t m386 x8e h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.</div><div class="t m388 x1ab h33 y398 ffe fs2e fc0 sc0 ls0 ws0">...</div><div class="t m386 x14b h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.</div><div class="t m389 x9c h33 y398 ffe fs2e fc0 sc0 ls0 ws0">..…</div><div class="t m386 x3e h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.<span class="_ _27"> </span>.<span class="_ _27"> </span>.</div><div class="t m38a xcd h33 y398 ffe fs2e fc0 sc0 ls0 ws0">..</div><div class="t m38b x25 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.</div><div class="t m38a x26 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">..</div><div class="t m386 x7f h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.</div><div class="t m38a x13a h33 y398 ffe fs2e fc0 sc0 ls0 ws0">..<span class="_ _16"> </span>..</div><div class="t m386 x92 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.</div><div class="t m38c xc2 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">.......……………·．．．．．．．</div><div class="t m2a1 x18e h33 y398 ffe fs2e fc0 sc0 ls0 ws0">．</div><div class="t m38d x181 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">．．．．．</div><div class="t m2a1 x1d h33 y398 ffe fs2e fc0 sc0 ls0 ws0">．<span class="_"> </span>．<span class="_"> </span>．</div><div class="t m38e x132 h33 y398 ffe fs2e fc0 sc0 ls0 ws0">．</div><div class="t m38f xd3 h2f y398 fff fs2a fc0 sc0 ls59 ws0">218 </div><div class="t m390 x1a7 h2f y399 fff fs2a fc0 sc0 ls5b ws0">8.1 </div><div class="t m201 x7c h2f y399 fff fs2a fc0 sc0 lsa6 ws0">VAE</div><div class="t m391 x21 h30 y399 ff10 fs2a fc0 sc0 ls59 ws0">………·……………</div><div class="t m201 x114 h30 y399 ff10 fs2a fc0 sc0 ls0 ws0">. </div><div class="t m2b7 x1ac h2e y399 ffe fs29 fc0 sc0 ls0 ws0">····</div><div class="t m1fd x91 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·</div><div class="t m1f6 x104 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">··</div><div class="t m392 x3f h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·…</div><div class="t m393 x66 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">………</div><div class="t m394 x105 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">…</div><div class="t m395 xf1 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">…………</div><div class="t m1f5 x2a h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·</div><div class="t m396 xb2 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">··················</div><div class="t m1fd x70 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·</div><div class="t m2a3 x88 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">···</div><div class="t m1fb x51 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·</div><div class="t m397 x179 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·······</div><div class="t m1fb x32 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·</div><div class="t m1f6 x12 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">··</div><div class="t m398 x33 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">············</div><div class="t m1fd x97 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·</div><div class="t m399 x45 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">·2</div><div class="t m1f7 x56 h2e y399 ffe fs29 fc0 sc0 ls0 ws0">叩</div><div class="t m201 x1a2 h2f y39a fff fs2a fc0 sc0 ls0 ws0">8 <span class="_ _4"></span>1 <span class="_ _b"></span>1 </div><div class="t m39a x1a3 h31 y39a ffe fs2b fc0 sc0 ls0 ws0">VAE</div><div class="t m39b x134 h31 y39a ffe fs2b fc0 sc0 ls0 ws0">介绍…</div><div class="t m2ec xa8 h31 y39a ffe fs2b fc0 sc0 ls0 ws0">…</div><div class="t m39c x5f h31 y39a ffe fs2b fc0 sc0 ls0 ws0">……··</div><div class="t m39d x19 h30 y39a ff10 fs2a fc0 sc0 ls59 ws0">……………… </div><div class="t m201 xd9 h30 y39a ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m20c x2a h30 y39a ff10 fs2a fc0 sc0 ls5b ws0">.....</div><div class="t m201 x2c h30 y39a ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m39e x1c h30 y39a ff10 fs2a fc0 sc0 ls59 ws0">.………….......………</div><div class="t m39f x45 h2f y39a fff fs2a fc0 sc0 ls59 ws0">·2</div><div class="t m3a0 x56 h2f y39a fff fs2a fc0 sc0 ls5b ws0">19 </div><div class="t m201 x73 h2f y39b fff fs2a fc0 sc0 ls0 ws0">8 <span class="_ _1"></span><span class="lsa7">1.2 </span></div><div class="t m3a1 xb0 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">Cha</div><div class="t m3a2 x16a h2c y39b ffe fs27 fc0 sc0 ls0 ws0">i</div><div class="t m306 xc6 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">n</div><div class="t m3a3 x135 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">巳</div><div class="t m3a4 x99 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">r</div><div class="t m3a5 x171 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">版本</div><div class="t m3a6 xf4 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">VAE</div><div class="t m345 x78 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">示例</div><div class="t m3a7 x14b h2c y39b ffe fs27 fc0 sc0 ls0 ws0">…………...</div><div class="t m349 x66 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">.</div><div class="t m3a8 x40 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">..…</div><div class="t m3a9 x67 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">…</div><div class="t m3aa x105 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">．．．</div><div class="t m308 xf1 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">．</div><div class="t m3ab x14c h2c y39b ffe fs27 fc0 sc0 ls0 ws0">．．．．．．．．……········</div><div class="t m349 x30 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">·</div><div class="t m3ac x4f h2c y39b ffe fs27 fc0 sc0 ls0 ws0">···</div><div class="t m349 x86 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">·</div><div class="t m3ad x43 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">……..................</div><div class="t m3ae x8a h2c y39b ffe fs27 fc0 sc0 ls0 ws0">.</div><div class="t m3af x53 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">..…</div><div class="t m306 x97 h2c y39b ffe fs27 fc0 sc0 ls0 ws0">··220</div><div class="t m3b0 x1a7 h3b y39c ffe fs36 fc0 sc0 ls0 ws0">8.2</div><div class="t m3b1 xca h3b y39c ffe fs36 fc0 sc0 ls0 ws0">生成对抗网络</div><div class="t m3b2 x100 h3b y39c ffe fs36 fc0 sc0 ls0 ws0">GAN</div><div class="t m3b3 x5a h3b y39c ffe fs36 fc0 sc0 ls0 ws0">…－…··</div><div class="t m3b4 x5d h30 y39c ff10 fs2a fc0 sc0 ls59 ws0">………......…………</div><div class="t m201 xf9 h30 y39c ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m3b5 xd9 h30 y39c ff10 fs2a fc0 sc0 ls59 ws0">.......………..</div><div class="t m201 x3c h30 y39c ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m211 xa2 h30 y39c ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 xe5 h30 y39c ff10 fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span>.</div><div class="t m3b6 x1a4 h30 y39c ff10 fs2a fc0 sc0 ls5b ws0">.….......…. </div><div class="t m3b7 x7a h2f y39c fff fs2a fc0 sc0 ls5b ws0">221 </div><div class="t m201 x73 h2f y39d fff fs2a fc0 sc0 lsa8 ws0">8.2.1 </div><div class="t m3b8 xb0 h2b y39d ffe fs26 fc0 sc0 ls0 ws0">GAN</div><div class="t m3b9 x135 h2b y39d ffe fs26 fc0 sc0 ls0 ws0">介绍……</div><div class="t m201 x14b h30 y39d ff10 fs2a fc0 sc0 ls0 ws0">…</div><div class="t m3ba xed h30 y39d ff10 fs2a fc0 sc0 ls5b ws0">….......</div><div class="t m297 x25 h30 y39d ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m3bb x41 h30 y39d ff10 fs2a fc0 sc0 ls5b ws0">………………</div><div class="t m201 xf9 h30 y39d ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m223 xd9 h30 y39d ff10 fs2a fc0 sc0 ls5b ws0">.....</div><div class="t m201 x39 h30 y39d ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m228 x2c h30 y39d ff10 fs2a fc0 sc0 ls5b ws0">...</div><div class="t m201 x111 h30 y39d ff10 fs2a fc0 sc0 ls0 ws0">..</div><div class="t m229 x178 h30 y39d ff10 fs2a fc0 sc0 ls5b ws0">..<span class="_ _3"> </span>..</div><div class="t m201 xe h30 y39d ff10 fs2a fc0 sc0 ls0 ws0">..<span class="_ _2"></span><span class="lsa9">............<span class="_ _3"></span><span class="ls0">.</span></span></div><div class="t m3bc x1a4 h30 y39d ff10 fs2a fc0 sc0 ls5b ws0">…………</div><div class="t m201 x53 h2f y39d ff10 fs2a fc0 sc0 ls0 ws0">…<span class="_ _0"></span>…<span class="_ _6"></span><span class="fff lsaa">·221 </span></div><div class="t m201 x73 h2f y39e fff fs2a fc0 sc0 lsab ws0">8.2.2 <span class="_ _a"> </span><span class="lsac">Chainer <span class="lsad">DCGAN </span></span></div><div class="t m3bd x177 h32 y39f ffe fs2c fc0 sc0 ls0 ws0">RPG</div><div class="t m3be x18 h32 y39f ffe fs2c fc0 sc0 ls0 ws0">游戏角色生成示例..</div><div class="t m3bf xb5 h32 y39f ffe fs2c fc0 sc0 ls0 ws0">........</div><div class="t m3c0 x39 h30 y39f ff10 fs2a fc0 sc0 ls59 ws0">…………………………</div><div class="t m201 x7a h2f y39f fff fs2a fc0 sc0 lsa4 ws0">229 </div><div class="t m201 x1a7 h2f y3a0 fff fs2a fc0 sc0 lsae ws0">8.3 <span class="_ _28"> </span><span class="lsaf">Neura<span class="_ _b"></span><span class="ls0">l <span class="lsb0">Style </span>T1<span class="_ _6"></span><span class="lsb1">ansfe<span class="_ _b"></span><span class="ls0">r · <span class="_ _b"></span>· </span></span></span></span></div><div class="t m3c1 x47 h2f y3a1 fff fs2a fc0 sc0 ls5b ws0">·· </div><div class="t m201 x62 h2f y3a1 fff fs2a fc0 sc0 ls0 ws0">· </div><div class="t m3c2 x5c h2f y3a1 fff fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x48 h2f y3a1 fff fs2a fc0 sc0 ls0 ws0">.<span class="lsb2">....<span class="_ _3"></span></span>.<span class="lsb3">......................<span class="_ _4"></span></span>.<span class="lsb4">.........................<span class="_ _4"></span></span>.</div><div class="t m3c1 x4f h2f y3a1 fff fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x127 h2f y3a1 fff fs2a fc0 sc0 ls0 ws0">.<span class="ls85">.............<span class="_ _1"></span></span>. <span class="_ _b"></span><span class="ff10">·<span class="_ _c"></span>·<span class="_ _24"> </span>…<span class="_ _11"> </span>…<span class="_ _29"></span><span class="fff ls6a">···<span class="_ _4"></span><span class="ls0">·<span class="_ _b"></span><span class="lsb5">··238 </span></span></span></span></div><div class="t m201 x73 h2f y3a2 fff fs2a fc0 sc0 ls0 ws0">8.3 <span class="_ _1a"> </span>I <span class="_ _18"> </span><span class="lsb6">Neural <span class="_ _3"></span><span class="lsb0">Style </span></span></div><div class="t m3c3 x116 h32 y3a3 ffe fs2c fc0 sc0 ls0 ws0">Transfer</div><div class="t m216 x19d h32 y3a3 ffe fs2c fc0 sc0 ls0 ws0">介绍</div><div class="t m3c4 x119 h32 y3a3 ffe fs2c fc0 sc0 ls0 ws0">…</div><div class="t m369 x104 h32 y3a3 ffe fs2c fc0 sc0 ls0 ws0">·</div><div class="t m201 x79 h30 y3a3 ff10 fs2a fc0 sc0 lsb7 ws0">…..<span class="_ _4"></span><span class="ls0">.</span></div><div class="t m3c5 x69 h30 y3a3 ff10 fs2a fc0 sc0 ls5b ws0">....………………….</div><div class="t m201 x4f h30 y3a3 ff10 fs2a fc0 sc0 ls0 ws0">.</div><div class="t m3bc x3a h30 y3a3 ff10 fs2a fc0 sc0 ls5b ws0">…………</div><div class="t m201 x2d h30 y3a3 ff10 fs2a fc0 sc0 ls0 ws0">…<span class="_ _0"></span>…</div><div class="t m297 x32 h30 y3a3 ff10 fs2a fc0 sc0 ls5b ws0">……</div><div class="t m2fd x1d h30 y3a3 ff10 fs2a fc0 sc0 ls5b ws0">………</div><div class="t m201 x97 h2f y3a3 fff fs2a fc0 sc0 lsb5 ws0">··238 </div><div class="t m201 x73 h2f y3a4 fff fs2a fc0 sc0 lsab ws0">8.3.2 </div><div class="t m2d5 xb0 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">MXNet</div><div class="t m3c6 x171 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">多风格转换</div><div class="t m3c7 x17a h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">M</div><div class="t m39c x65 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">SG</div><div class="t m3c8 xed h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">-</div><div class="t m3c9 x1ac h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">Net</div><div class="t m3ca x3f h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">示例.</div><div class="t m2e8 x67 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">..</div><div class="t m2d2 x68 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">.<span class="_ _15"> </span>.</div><div class="t m3cb x69 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">.…</div><div class="t m2ec xa0 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">…</div><div class="t m3cc x42 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">…………</div><div class="t m2d2 x126 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">.<span class="_ _15"> </span>.<span class="_ _15"> </span>.</div><div class="t m2e8 xa1 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">..</div><div class="t m2d2 x87 h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">.<span class="_ _15"> </span>.</div><div class="t m3cd x12c h31 y3a5 ffe fs2b fc0 sc0 ls0 ws0">.</div><div class="t m3ce x51 h30 y3a5 ff10 fs2a fc0 sc0 ls59 ws0">……·…</div><div class="t m3cf x8a h2f y3a5 fff fs2a fc0 sc0 ls5b ws0">···</div><div class="t m201 x8b h2f y3a5 fff fs2a fc0 sc0 ls0 ws0">·<span class="lsb8">····241 </span></div><div class="t m3d0 x1ad h3b y3a6 ffe fs36 fc0 sc0 ls0 ws0">8.4</div><div class="t m3d1 xca h3b y3a6 ffe fs36 fc0 sc0 ls0 ws0">本章总结…………………</div><div class="t m3d2 x161 h30 y3a6 ff10 fs2a fc0 sc0 ls59 ws0">….......…………</div><div class="t m201 xd9 h30 y3a6 ff10 fs2a fc0 sc0 lsb9 ws0">…....</div><div class="t m211 x125 h30 y3a6 ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x4e h30 y3a6 ff10 fs2a fc0 sc0 ls0 ws0">.<span class="_ _c"></span><span class="lsba">…..........…...........</span></div><div class="t m211 x11b h30 y3a6 ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x52 h2f y3a6 ff10 fs2a fc0 sc0 ls9a ws0">.......<span class="_ _4"></span><span class="ls0">.<span class="_ _b"></span>. <span class="_ _0"></span><span class="fff lsa4">246 </span></span></div><div class="t m3d3 x1ae h3b y3a7 ffe fs36 fc0 sc0 ls0 ws0">后</div><div class="t m3d4 x1af h3b y3a7 ffe fs36 fc0 sc0 ls0 ws0">记.</div><div class="t m3d5 x14a h3b y3a7 ffe fs36 fc0 sc0 ls0 ws0">..</div><div class="t m3d6 x1b0 h3b y3a7 ffe fs36 fc0 sc0 ls0 ws0">....</div><div class="t m3d7 x1b1 h30 y3a7 ff10 fs2a fc0 sc0 ls59 ws0">…………………………</div><div class="t m201 x19 h30 y3a7 ff10 fs2a fc0 sc0 ls0 ws0">…<span class="_ _25"></span><span class="lsb7">……......………………<span class="_ _3"> </span><span class="ls0">·<span class="_ _b"></span><span class="ls98">···</span></span></span></div><div class="t m290 x4e h30 y3a7 ff10 fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 xb7 h30 y3a7 ff10 fs2a fc0 sc0 ls0 ws0">·</div><div class="t m3d8 x1b2 h30 y3a7 ff10 fs2a fc0 sc0 ls5b ws0">··</div><div class="t m201 xf h30 y3a7 ff10 fs2a fc0 sc0 ls0 ws0">·<span class="_ _b"></span>·</div><div class="t m3d9 xbc h30 y3a7 ff10 fs2a fc0 sc0 ls5b ws0">··……</div><div class="t m201 xb8 h30 y3a7 ff10 fs2a fc0 sc0 ls0 ws0">…</div><div class="t m229 xa5 h30 y3a7 ff10 fs2a fc0 sc0 ls5b ws0">..</div><div class="t m201 x141 h30 y3a7 ff10 fs2a fc0 sc0 ls0 ws0">.<span class="_ _b"></span><span class="lsbb">.......<span class="_ _4"></span></span>.<span class="_ _b"></span>..</div><div class="t m33b x12e h30 y3a7 ff10 fs2a fc0 sc0 ls5b ws0">.. </div><div class="t m38f xd3 h2f y3a7 fff fs2a fc0 sc0 ls59 ws0">247 </div><div class="t m201 x1b3 h3c y3a8 ff10 fs37 fc0 sc0 lsbc ws0">VIII </div><div class="t m201 x144 h37 y37c ff11 fs33 fc0 sc0 ls0 ws0"><span class="fc0 sc0">前</span></div></div><div class="pi" data-data='{"ctm":[1.925855,0.000000,0.000000,1.925855,0.000000,0.000000]}'></div></div>
<div id="pf5" class="pf w5 h15" data-page-no="5"><div class="pc pc5 w5 h15"><img class="bi x0 y0 w0 h16" alt="" src="https://csdnimg.cn/release/download_crawler_static/11391629/bg5.jpg"><div class="t m3da x1 h1d y3a9 ff12 fs19 fc0 sc0 ls0 ws0">版权所有</div><div class="t m3db x1b4 h1d y3aa ff12 fs19 fc0 sc0 ls0 ws0">，</div><div class="t m3dc x1b5 h1d y3ab ff12 fs19 fc0 sc0 ls0 ws0">严禁传播，违者自负法律责任</div><div class="t m3dd x2 h1d y3ac ff12 fs19 fc0 sc0 ls0 ws0">！</div><div class="t m3de xa1 h3d y3ad ff12 fs38 fc0 sc0 ls0 ws0">第</div><div class="t m3df x44 h3d y3ae ff12 fs38 fc0 sc0 ls0 ws0">1</div><div class="t m3e0 x103 h3d y3af ff12 fs38 fc0 sc0 ls0 ws0">章</div><div class="t m3e1 x8d h3e y3b0 ff12 fs39 fc0 sc0 ls0 ws0">深度学习与计算机视觉</div><div class="t m3e2 x1a7 h19 y3b1 ff12 fs15 fc0 sc0 ls0 ws0">深度学习与计算机视觉近几年非常火，而它们又和人工智能联系紧密，但它们到底</div><div class="t m3e3 x1ae h3f y3b2 ff12 fs3a fc0 sc0 ls0 ws0">是什么，能解决</div><div class="t m3e4 xcf h3f y3b3 ff12 fs3a fc0 sc0 ls0 ws0">什么问题呢？</div><div class="t m3e5 x16e h3f y3b4 ff12 fs3a fc0 sc0 ls0 ws0">本章便试着通俗简要地回答这个问题。</div><div class="t m3e6 x1a7 h40 y3b5 ff12 fs3b fc0 sc0 ls0 ws0">首先是对世界的认识，对于人类来说</div><div class="t m3e7 x91 h40 y3b6 ff12 fs3b fc0 sc0 ls0 ws0">，可以</div><div class="t m3e8 x4a h40 y3b7 ff12 fs3b fc0 sc0 ls0 ws0">靠各种感官来感受周围的世界，包括眼、</div><div class="t m3e9 xf7 h40 y3b8 ff12 fs3b fc0 sc0 ls0 ws0">口、鼻、耳、舌、身，这样我们就认识了这个肚界是由颜色、形状、美丑、味道、温度</div><div class="t m3ea x1ae h19 y3b9 ff12 fs15 fc0 sc0 ls0 ws0">甚至感情的憎恶等构成的。那么有没有方法让计算机也有这些感受和认知，再进行推理、</div><div class="t m3eb x197 h40 y3ba ff12 fs3b fc0 sc0 ls0 ws0">判断和决策呢？笔者认为这就是人工智能所要解决的终极问题</div><div class="t m3ec x159 h40 y3bb ff12 fs3b fc0 sc0 ls0 ws0">。</div><div class="t m3ed x19a h40 y3bc ff12 fs3b fc0 sc0 ls0 ws0">对于计算</div><div class="t m3ee xff h40 y3bd ff12 fs3b fc0 sc0 ls0 ws0">机</div><div class="t m3ef x1b6 h40 y3be ff12 fs3b fc0 sc0 ls0 ws0">来说，</div><div class="t m3e7 x9b h40 y3bf ff12 fs3b fc0 sc0 ls0 ws0">一</div><div class="t m3ed x59 h40 y3c0 ff12 fs3b fc0 sc0 ls0 ws0">切皆为数</div><div class="t m3f0 x8e h40 y3c1 ff12 fs3b fc0 sc0 ls0 ws0">字。</div><div class="t m3f1 x55 h40 y3c2 ff12 fs3b fc0 sc0 ls0 ws0">比如性别为男性可以用</div><div class="t m3ec x111 h40 y3c3 ff12 fs3b fc0 sc0 ls0 ws0">l</div><div class="t m3f2 x180 h40 y3c4 ff12 fs3b fc0 sc0 ls0 ws0">表示，女性</div><div class="t m3f3 xce h40 y3c5 ff12 fs3b fc0 sc0 ls0 ws0">则</div><div class="t m3f4 x142 h40 y3c6 ff12 fs3b fc0 sc0 ls0 ws0">用</div><div class="t m3f5 x53 h40 y3c7 ff12 fs3b fc0 sc0 ls0 ws0">0</div><div class="t m3f6 x1b7 h40 y3c8 ff12 fs3b fc0 sc0 ls0 ws0">表示</div><div class="t m3f7 x154 h40 y3c9 ff12 fs3b fc0 sc0 ls0 ws0">，</div><div class="t m3f8 x197 h3f y3ca ff12 fs3a fc0 sc0 ls0 ws0">这些都是公认的，即</div><div class="t m3f9 xe0 h3f y3cb ff12 fs3a fc0 sc0 ls0 ws0">一</div><div class="t m3fa x10c h3f y3cc ff12 fs3a fc0 sc0 ls0 ws0">种个体的属性可以使用数字来表示</div><div class="t m3fb xb2 h3f y3cd ff12 fs3a fc0 sc0 ls0 ws0">。</div><div class="t m3fc x84 h3f y3ce ff12 fs3a fc0 sc0 ls0 ws0">既然如此，那么用向</div><div class="t m3fd x1b7 h3f y3cf ff12 fs3a fc0 sc0 ls0 ws0">量来表</div><div class="t m3fe x197 h40 y3d0 ff12 fs3b fc0 sc0 ls0 ws0">示也不会有问题</div><div class="t m3ff x1b8 h40 y3d1 ff12 fs3b fc0 sc0 ls0 ws0">，如［</div><div class="t m400 x171 h40 y3d2 ff12 fs3b fc0 sc0 ls0 ws0">1,0,0</div><div class="t m3ef x15f h40 y3d3 ff12 fs3b fc0 sc0 ls0 ws0">］代</div><div class="t m401 xa9 h40 y3d4 ff12 fs3b fc0 sc0 ls0 ws0">表“男</div><div class="t m402 x1b9 h40 y3d5 ff12 fs3b fc0 sc0 ls0 ws0">F</div><div class="t m403 xd6 h40 y3d6 ff12 fs3b fc0 sc0 ls0 ws0">’</div><div class="t m404 x161 h40 y3d7 ff12 fs3b fc0 sc0 ls0 ws0">，［</div><div class="t m405 xc0 h40 y3d8 ff12 fs3b fc0 sc0 ls0 ws0">0,0,</div><div class="t m403 x28 h40 y3d9 ff12 fs3b fc0 sc0 ls0 ws0">1</div><div class="t m3ef x184 h40 y3da ff12 fs3b fc0 sc0 ls0 ws0">］代</div><div class="t m406 x11d h40 y3db ff12 fs3b fc0 sc0 ls0 ws0">表“女”。一般地，一</div><div class="t m407 x4 h40 y3dc ff12 fs3b fc0 sc0 ls0 ws0">个个体</div><div class="t m408 x1ba h40 y3dd ff12 fs3b fc0 sc0 ls0 ws0">会包含</div><div class="t m409 x197 h40 y3de ff12 fs3b fc0 sc0 ls0 ws0">很多的属性，那么把这些属性全部组合起来是不是就可以代表这个个体呢？当然可以，</div><div class="t m40a x197 h19 y3df ff12 fs15 fc0 sc0 ls0 ws0">这对计算机来说就是有智慧的第</div><div class="t m40b x175 h19 y3e0 ff12 fs15 fc0 sc0 ls0 ws0">一步</div><div class="t m40c x10e h19 y3e1 ff12 fs15 fc0 sc0 ls0 ws0">一一能认识并识别出不同的个体</div><div class="t m40d x70 h19 y3e2 ff12 fs15 fc0 sc0 ls0 ws0">。</div></div><div class="pi" data-data='{"ctm":[1.925855,0.000000,0.000000,1.925855,0.000000,0.000000]}'></div></div>
