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<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://static.pudn.com/prod/directory_preview_static/62684ab84c65f41259823b9a/bg1.jpg"><div class="c x0 y1 w2 h2"><div class="t m0 x1 h3 y2 ff1 fs0 fc0 sc0 ls0 ws0">沈阳理工大学学士学位论文</div><div class="t m0 x2 h4 y3 ff1 fs1 fc0 sc0 ls0 ws0">摘<span class="ff2"> </span>要</div><div class="t m0 x3 h5 y4 ff1 fs2 fc0 sc0 ls0 ws0">随着现代社会的发展,各个方面对快速有效的自动身份验证的要求日益迫切。</div><div class="t m0 x4 h5 y5 ff1 fs2 fc0 sc0 ls0 ws0">由于生物特征是人的内在属性,具有很强的自身稳定性和个体差异性,因此是身</div><div class="t m0 x4 h5 y6 ff1 fs2 fc0 sc0 ls0 ws0">份验证的理想依据。这其中,利用人脸特征又是最自然直接的手段,相比其他生</div><div class="t m0 x4 h5 y7 ff1 fs2 fc0 sc0 ls0 ws0">物特征,它具有直接、友好、方便的特点,易于为用户接受。人脸识别概念可简</div><div class="t m0 x4 h5 y8 ff1 fs2 fc0 sc0 ls0 ws0">单的描述为:给定某一场景的静态图片或动态视频图像,根据所存储的脸面数据</div><div class="t m0 x4 h5 y9 ff1 fs2 fc0 sc0 ls0 ws0">库识别或确认一个或更多的人。在计算机视觉领域里,人脸识别过程分为人脸检</div><div class="t m0 x4 h5 ya ff1 fs2 fc0 sc0 ls0 ws0">测、特征提取、识别或确认三部分完成。</div><div class="t m0 x3 h5 yb ff1 fs2 fc0 sc0 ls0 ws0">本文主要研究基于主成分分析的人脸识别,并建立了人脸在线识别系统。主</div><div class="t m0 x4 h5 yc ff1 fs2 fc0 sc0 ls0 ws0">要内容包括人脸分割,人脸库的建立,预处理,基于<span class="ff3">PCA</span>的特征提取以及算法研</div><div class="t m0 x4 h5 yd ff1 fs2 fc0 sc0 ls0 ws0">究。重点研究了人脸库的建立,人脸图像的预处理及<span class="ff3">PCA</span>的算法。<span class="ff3">PCA</span>是一种非</div><div class="t m0 x4 h5 ye ff1 fs2 fc0 sc0 ls0 ws0">常流行和实用的数据分析技术,最重要的应用是对原有数据进行简化,被称为应</div><div class="t m0 x4 h5 yf ff1 fs2 fc0 sc0 ls0 ws0">用线形代数最有价值的结果之一。在实验中我们发现基于<span class="ff3">PCA</span>的人脸识别系统的</div><div class="t m0 x4 h5 y10 ff1 fs2 fc0 sc0 ls0 ws0">识别率很高,可以达到百分之九十,所以基于<span class="ff3">PCA</span>的人脸识别算法的实现的研究</div><div class="t m0 x4 h5 y11 ff1 fs2 fc0 sc0 ls0 ws0">还是很有意义的。</div><div class="t m0 x4 h5 y12 ff1 fs2 fc0 sc0 ls0 ws0">关键词:在线人脸识别<span class="ff3">; PCA; </span>图像预处理</div><div class="t m0 x5 h6 y13 ff2 fs1 fc0 sc0 ls0 ws0">Abstract</div><div class="t m0 x6 h7 y14 ff2 fs2 fc0 sc0 ls0 ws0">W<span class="_ _0"> </span>i<span class="_ _1"> </span>t<span class="_ _1"> </span>h<span class="_ _1"> </span> <span class="_ _1"> </span>t<span class="_ _1"> </span>h<span class="_ _1"> </span>e<span class="_ _1"> </span> <span class="_ _1"> </span>d<span class="_ _1"> </span>e<span class="_ _2"> </span>v<span class="_ _1"> </span>e<span class="_ _1"> </span>l<span class="_ _1"> </span>o<span class="_ _1"> </span>p<span class="_ _1"> </span>m<span class="_ _1"> </span>e<span class="_ _1"> </span>n<span class="_ _1"> </span>t<span class="_ _2"> </span> <span class="_ _1"> </span>o<span class="_ _1"> </span>f<span class="_ _1"> </span> <span class="_ _1"> </span>m<span class="_ _1"> </span>o<span class="_ _1"> </span>d<span class="_ _1"> </span>e<span class="_ _2"> </span>r<span class="_ _1"> </span>n<span class="_ _1"> </span> <span class="_ _1"> </span>s<span class="_ _1"> </span>o<span class="_ _1"> </span>c<span class="_ _1"> </span>i<span class="_ _2"> </span>e<span class="_ _1"> </span>t<span class="_ _1"> </span>y<span class="_ _3"></span>,<span class="_ _1"> </span> <span class="_ _1"> </span>t<span class="_ _1"> </span>h<span class="_ _1"> </span>e<span class="_ _1"> </span>r<span class="_ _1"> </span>e<span class="_ _1"> </span> <span class="_ _2"> </span>i<span class="_ _1"> </span>s<span class="_ _1"> </span> <span class="_ _1"> </span>a<span class="_ _1"> </span>n<span class="_ _1"> </span> <span class="_ _1"> </span>i<span class="_ _2"> </span>n<span class="_ _1"> </span>c<span class="_ _1"> </span>r<span class="_ _1"> </span>e<span class="_ _1"> </span>a<span class="_ _1"> </span>s<span class="_ _1"> </span>i<span class="_ _1"> </span>n<span class="_ _1"> </span>g<span class="_ _1"> </span> <span class="_ _1"> </span>d<span class="_ _2"> </span>e<span class="_ _1"> </span>m<span class="_ _1"> </span>a<span class="_ _1"> </span>n<span class="_ _1"> </span>d<span class="_ _1"> </span> <span class="_ _1"> </span>f<span class="_ _1"> </span>o<span class="_ _2"> </span><span class="fc1 sc0">r</span><span class="_ _1"> </span><span class="fc1 sc0"> </span><span class="_ _1"> </span><span class="fc1 sc0">f</span><span class="_ _1"> </span><span class="fc1 sc0">a</span><span class="_ _1"> </span><span class="fc1 sc0">s</span><span class="_ _1"> </span><span class="fc1 sc0">t</span><span class="_ _2"> </span><span class="fc1 sc0"> </span><span class="_ _1"> </span><span class="fc1 sc0">a</span><span class="_ _1"> </span><span class="fc1 sc0">n</span><span class="_ _1"> </span><span class="fc1 sc0">d</span></div><div class="t m0 x4 h7 y15 ff2 fs2 fc0 sc0 ls0 ws0">e<span class="_ _4"> </span>f<span class="_ _2"> </span>f<span class="_ _4"> </span>e<span class="_ _4"> </span>c<span class="_ _4"> </span>t<span class="_ _4"> </span>i<span class="_ _4"> </span>v<span class="_ _2"> </span>e<span class="_ _4"> </span> <span class="_ _4"> </span>a<span class="_ _4"> </span>u<span class="_ _4"> </span>t<span class="_ _2"> </span>o<span class="_ _4"> </span>m<span class="_ _4"> </span>a<span class="_ _4"> </span>t<span class="_ _4"> </span>i<span class="_ _4"> </span>c<span class="_ _2"> </span> <span class="_ _4"> </span>a<span class="_ _4"> </span>u<span class="_ _4"> </span>t<span class="_ _4"> </span>h<span class="_ _2"> </span>e<span class="_"> </span>n<span class="_ _2"> </span>t<span class="_ _4"> </span>i<span class="_ _4"> </span>c<span class="_ _4"> </span>a<span class="_ _4"> </span>t<span class="_ _2"> </span>i<span class="_"> </span>o<span class="_ _2"> </span>n<span class="_ _4"> </span>.<span class="_ _4"> </span> <span class="_ _4"> </span>B<span class="_ _4"> </span>e<span class="_ _2"> </span>c<span class="_ _4"> </span>a<span class="_ _4"> </span>u<span class="_ _4"> </span>s<span class="_ _4"> </span>e<span class="_ _2"> </span> <span class="_ _4"> </span>t<span class="_ _4"> </span>h<span class="_ _4"> </span>e<span class="_ _4"> </span> <span class="_ _4"> </span>b<span class="_ _4"> </span>i<span class="_ _2"> </span>o<span class="_ _4"> </span>l<span class="_ _4"> </span>o<span class="_ _4"> </span>g<span class="_ _2"> </span>i<span class="_"> </span>c<span class="_ _2"> </span>a<span class="_ _4"> </span>l<span class="_ _4"> </span> <span class="_ _4"> </span>c<span class="_ _4"> </span>h<span class="_ _4"> </span>a<span class="_ _2"> </span>r<span class="_ _4"> </span>a<span class="_ _4"> </span>c<span class="_ _4"> </span>t<span class="_ _4"> </span>e<span class="_ _4"> </span>r<span class="_ _2"> </span>i<span class="_ _4"> </span>s<span class="_ _4"> </span><span class="fc1 sc0">t</span><span class="_ _4"> </span><span class="fc1 sc0">i</span><span class="_ _4"> </span><span class="fc1 sc0">c</span><span class="_ _4"> </span><span class="fc1 sc0">s</span><span class="_ _2"> </span><span class="fc1 sc0"> </span><span class="_ _4"> </span><span class="fc1 sc0">a</span><span class="_ _4"> </span><span class="fc1 sc0">r</span><span class="_ _4"> </span><span class="fc1 sc0">e</span><span class="_ _4"> </span><span class="fc1 sc0"> </span><span class="_ _4"> </span><span class="fc1 sc0">i</span><span class="_ _4"> </span><span class="fc1 sc0">n</span><span class="_ _2"> </span><span class="fc1 sc0">t</span><span class="_ _4"> </span><span class="fc1 sc0">r</span><span class="_ _4"> </span><span class="fc1 sc0">i</span><span class="_ _4"> </span><span class="fc1 sc0">n</span><span class="_ _4"> </span><span class="fc1 sc0">s</span><span class="_ _2"> </span><span class="fc1 sc0">i</span><span class="_ _4"> </span><span class="fc1 sc0">c</span><span class="_ _4"> </span><span class="fc1 sc0"> </span><span class="_ _4"> </span><span class="fc1 sc0">t</span><span class="_ _4"> </span><span class="fc1 sc0">o</span></div><div class="t m0 x4 h7 y16 ff2 fs2 fc0 sc0 ls0 ws0">human beings, they have strong self-stability and individual differences, so they are bodies</div><div class="t m0 x4 h7 y17 ff2 fs2 fc0 sc0 ls0 ws0">th<span class="_ _5"></span>e<span class="_ _5"></span> <span class="_ _5"></span>i<span class="_ _6"></span>d<span class="_ _6"></span>e<span class="_ _5"></span>a<span class="_ _5"></span>l<span class="_ _5"></span> <span class="_ _6"></span>b<span class="_ _5"></span>a<span class="_ _5"></span>s<span class="_ _5"></span>i<span class="_ _6"></span>s<span class="_ _5"></span> <span class="_ _5"></span>f<span class="_ _6"></span>o<span class="_ _5"></span>r<span class="_ _5"></span> <span class="_ _5"></span>t<span class="_ _6"></span>h<span class="_ _5"></span>e<span class="_ _5"></span> <span class="_ _5"></span>v<span class="_ _6"></span>e<span class="_ _5"></span>r<span class="_ _5"></span>i<span class="_ _6"></span>f<span class="_ _5"></span>i<span class="_ _5"></span>c<span class="_ _5"></span>a<span class="_ _6"></span>t<span class="_ _5"></span>i<span class="_ _5"></span>o<span class="_ _5"></span>n<span class="_ _6"></span>.<span class="_ _5"></span> <span class="_ _5"></span>I<span class="_ _5"></span>n<span class="_ _6"></span> <span class="_ _5"></span>t<span class="_ _5"></span>h<span class="_ _6"></span>i<span class="_ _5"></span>s<span class="_ _5"></span> <span class="_ _5"></span>c<span class="_ _6"></span>a<span class="_ _5"></span>s<span class="_ _5"></span>e<span class="_ _5"></span>,<span class="_ _5"></span> <span class="_ _6"></span>t<span class="_ _5"></span>h<span class="_ _5"></span>e<span class="_ _6"></span> <span class="_ _5"></span>u<span class="_ _5"></span>s<span class="_ _5"></span>e<span class="_ _6"></span> <span class="_ _5"></span>o<span class="_ _5"></span>f<span class="_ _6"></span> <span class="_ _5"></span>f<span class="_ _5"></span>a<span class="_ _6"></span>c<span class="_ _5"></span>i<span class="_ _5"></span>a<span class="_ _5"></span>l<span class="_ _6"></span> <span class="_ _5"></span>f<span class="_ _5"></span>e<span class="_ _5"></span>a<span class="_ _6"></span>t<span class="_ _5"></span>u<span class="_ _5"></span>r<span class="_ _5"></span>e<span class="_ _5"></span>s<span class="_ _6"></span> <span class="_ _5"></span>i<span class="_ _5"></span>s<span class="_ _6"></span> <span class="_ _5"></span>t<span class="_ _5"></span>h<span class="_ _5"></span>e<span class="_ _6"></span> <span class="_ _5"></span>m<span class="_ _5"></span>o<span class="_ _6"></span>s<span class="_ _5"></span>t<span class="_ _5"></span> <span class="_ _5"></span>n<span class="_ _6"></span>a<span class="_ _5"></span>t<span class="_ _5"></span>u<span class="_ _5"></span>r<span class="_ _6"></span>a<span class="_ _5"></span>l</div><div class="t m0 x4 h7 y18 ff2 fs2 fc0 sc0 ls0 ws0">a<span class="_"> </span>n<span class="_"> </span>d<span class="_ _4"> </span> <span class="_"> </span>d<span class="_ _4"> </span>i<span class="_"> </span>r<span class="_ _4"> </span>e<span class="_"> </span>c<span class="_"> </span>t<span class="_"> </span> <span class="_ _4"> </span>w<span class="_"> </span>a<span class="_ _4"> </span>y<span class="_ _2"> </span>,<span class="_"> </span> <span class="_"> </span>c<span class="_ _4"> </span>o<span class="_"> </span>m<span class="_ _4"> </span>p<span class="_"> </span>a<span class="_"> </span>r<span class="_ _4"> </span>e<span class="_"> </span>d<span class="_"> </span> <span class="_ _4"> </span>t<span class="_"> </span>o<span class="_"> </span> <span class="_ _4"> </span>o<span class="_"> </span>t<span class="_ _4"> </span>h<span class="_"> </span>e<span class="_"> </span>r<span class="_ _4"> </span> <span class="_"> </span>s<span class="_"> </span>t<span class="_ _4"> </span>u<span class="_"> </span>d<span class="_ _4"> </span>e<span class="_"> </span>n<span class="_"> </span>t<span class="_ _4"> </span>s<span class="_"> </span> <span class="_ _7"></span>.I<span class="_"> </span>t<span class="_ _4"> </span> <span class="_"> </span>i<span class="_ _4"> </span>s<span class="_"> </span> <span class="_"> </span>c<span class="_ _4"> </span>h<span class="_"> </span>a<span class="_"> </span>r<span class="_ _4"> </span>a<span class="_"> </span>c<span class="_"> </span>t<span class="_ _4"> </span>e<span class="_"> </span>r<span class="_"> </span>i<span class="_ _4"> </span>z<span class="_"> </span>e<span class="_"> </span>d<span class="_ _4"> </span> <span class="_"> </span>b<span class="_ _4"> </span>y<span class="_"> </span> <span class="_"> </span>d<span class="_ _4"> </span>i<span class="_"> </span>r<span class="_"> </span>e<span class="_ _4"> </span>c<span class="_"> </span>t<span class="_ _4"> </span>,<span class="_"> </span> <span class="_"> </span>f<span class="_ _4"> </span>r<span class="_"> </span>i<span class="_"> </span>e<span class="_ _4"> </span>n<span class="_"> </span>d<span class="_"> </span>l<span class="_ _4"> </span><span class="fc1 sc0">y</span><span class="_"> </span><span class="fc1 sc0"> </span><span class="_"> </span><span class="fc1 sc0">a</span><span class="_ _4"> </span><span class="fc1 sc0">n</span><span class="_"> </span><span class="fc1 sc0">d</span></div><div class="t m0 x4 h7 y19 ff2 fs2 fc0 sc0 ls0 ws0">c<span class="_ _8"> </span>o<span class="_ _8"> </span>n<span class="_ _8"> </span>v<span class="_ _8"> </span>e<span class="_ _8"> </span>n<span class="_ _8"> </span>i<span class="_ _8"> </span>e<span class="_ _9"> </span>n<span class="_ _8"> </span>t<span class="_ _8"> </span>,<span class="_ _9"> </span> <span class="_ _8"> </span>w<span class="_ _8"> </span>h<span class="_ _8"> </span>i<span class="_ _8"> </span>c<span class="_ _8"> </span>h<span class="_ _8"> </span> <span class="_ _8"> </span>i<span class="_ _8"> </span>s<span class="_ _9"> </span> <span class="_ _8"> </span>e<span class="_ _8"> </span>a<span class="_ _8"> </span>s<span class="_ _8"> </span>y<span class="_ _8"> </span> <span class="_ _8"> </span>f<span class="_ _8"> </span>o<span class="_ _9"> </span>r<span class="_ _8"> </span> <span class="_ _8"> </span>u<span class="_ _8"> </span>s<span class="_ _8"> </span>e<span class="_ _8"> </span>r<span class="_ _8"> </span>s<span class="_ _9"> </span> <span class="_ _8"> </span>t<span class="_ _8"> </span>o<span class="_ _8"> </span> <span class="_ _8"> </span>a<span class="_ _8"> </span>c<span class="_ _8"> </span>c<span class="_ _8"> </span>e<span class="_ _8"> </span>p<span class="_ _9"> </span>t<span class="_ _8"> </span>.<span class="_ _8"> </span> <span class="_ _8"> </span>F<span class="_ _8"> </span>a<span class="_ _8"> </span>c<span class="_ _8"> </span>e<span class="_ _9"> </span> <span class="_ _8"> </span>r<span class="_ _8"> </span>e<span class="_ _8"> </span><span class="fc1 sc0">c</span><span class="_ _8"> </span><span class="fc1 sc0">o</span><span class="_ _8"> </span><span class="fc1 sc0">g</span><span class="_ _8"> </span><span class="fc1 sc0">n</span><span class="_ _8"> </span><span class="fc1 sc0">i</span><span class="_ _8"> </span><span class="fc1 sc0">t</span><span class="_ _8"> </span><span class="fc1 sc0">i</span><span class="_ _9"> </span><span class="fc1 sc0">o</span><span class="_ _8"> </span><span class="fc1 sc0">n</span><span class="_ _8"> </span><span class="fc1 sc0"> </span><span class="_ _8"> </span><span class="fc1 sc0">c</span><span class="_ _8"> </span><span class="fc1 sc0">o</span><span class="_ _8"> </span><span class="fc1 sc0">n</span><span class="_ _8"> </span><span class="fc1 sc0">c</span><span class="_ _8"> </span><span class="fc1 sc0">e</span><span class="_ _8"> </span><span class="fc1 sc0">p</span><span class="_ _9"> </span><span class="fc1 sc0">t</span><span class="_ _8"> </span><span class="fc1 sc0"> </span><span class="_ _8"> </span><span class="fc1 sc0">i</span><span class="_ _8"> </span><span class="fc1 sc0">s</span><span class="_ _8"> </span><span class="fc1 sc0"> </span><span class="_ _8"> </span><span class="fc1 sc0">s</span><span class="_ _8"> </span><span class="fc1 sc0">i</span><span class="_ _8"> </span><span class="fc1 sc0">m</span><span class="_ _9"> </span><span class="fc1 sc0">p</span><span class="_ _8"> </span><span class="fc1 sc0">l</span><span class="_ _8"> </span><span class="fc1 sc0">e</span></div><div class="t m0 x7 h8 y1a ff2 fs3 fc0 sc0 ls0 ws0">I</div></div></div><div class="pi" data-data='{"ctm":[1.611850,0.000000,0.000000,1.611850,0.000000,0.000000]}'></div></div>
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<div id="pf2" class="pf w0 h0" data-page-no="2"><div class="pc pc2 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://static.pudn.com/prod/directory_preview_static/62684ab84c65f41259823b9a/bg2.jpg"><div class="c x0 y1 w2 h2"><div class="t m0 x1 h3 y2 ff1 fs0 fc0 sc0 ls0 ws0">沈阳理工大学学士学位论文</div><div class="t m0 x4 h7 y1b ff2 fs2 fc0 sc0 ls0 ws0">a single description: a static image for a particular scene or a dynam<span class="_ _6"></span>ic video image, based on</div><div class="t m0 x4 h7 y1c ff2 fs2 fc0 sc0 ls0 ws0">t<span class="_ _0"> </span>h<span class="_ _3"> </span>e<span class="_ _0"> </span> <span class="_ _0"> </span>f<span class="_ _0"> </span>a<span class="_ _3"></span>c<span class="_ _0"> </span>e<span class="_ _0"> </span> <span class="_ _0"> </span>d<span class="_ _0"> </span>a<span class="_ _3"></span>t<span class="_ _0"> </span>a<span class="_ _0"> </span> <span class="_ _3"></span>s<span class="_ _0"> </span>t<span class="_ _0"> </span>o<span class="_ _0"> </span>r<span class="_ _3"></span>e<span class="_ _0"> </span>d<span class="_ _0"> </span> <span class="_ _a"></span>th<span class="_ _3"></span>e<span class="_ _0"> </span> <span class="_ _0"> </span>l<span class="_ _0"> </span>i<span class="_ _0"> </span>b<span class="_ _3"></span>r<span class="_ _0"> </span>a<span class="_ _0"> </span>r<span class="_ _3"> </span>y<span class="_ _0"> </span> <span class="_ _0"> </span>i<span class="_ _0"> </span>d<span class="_ _0"> </span>e<span class="_ _3"></span>n<span class="_ _0"> </span>t<span class="_ _0"> </span>i<span class="_ _0"> </span>f<span class="_ _0"> </span>i<span class="_ _3"></span>e<span class="_ _0"> </span>s<span class="_ _0"> </span> <span class="_ _3"></span>o<span class="_ _0"> </span>r<span class="_ _0"> </span> <span class="_ _0"> </span>i<span class="_ _3"></span>d<span class="_ _0"> </span>e<span class="_ _0"> </span>n<span class="_ _0"> </span>t<span class="_ _0"> </span>i<span class="_ _3"></span>f<span class="_ _0"> </span>i<span class="_ _0"> </span>e<span class="_ _0"> </span>s<span class="_ _3"></span> <span class="_ _0"> </span>o<span class="_ _0"> </span>n<span class="_ _3"></span>e<span class="_ _0"> </span> <span class="_ _0"> </span>o<span class="_ _0"> </span>r<span class="_ _0"> </span> <span class="_ _3"></span>m<span class="_ _0"> </span>o<span class="_ _0"> </span>r<span class="_ _0"> </span>e<span class="_ _3"></span> <span class="_ _0"> </span>p<span class="_ _0"> </span>e<span class="_ _0"> </span>o<span class="_ _0"> </span>p<span class="_ _3"></span>l<span class="_ _0"> </span>e<span class="_ _0"> </span>.<span class="_ _3"></span> <span class="_ _0"> </span>I<span class="_ _0"> </span>n<span class="_ _0"> </span> <span class="_ _3"></span>t<span class="_ _0"> </span>h<span class="_ _0"> </span>e<span class="_ _0"> </span> <span class="_ _0"> </span>f<span class="_ _3"></span>i<span class="_ _0"> </span>e<span class="_ _0"> </span>l<span class="_ _0"> </span>d<span class="_ _3"></span><span class="fc1 sc0"> </span><span class="_ _0"> </span><span class="fc1 sc0">o</span><span class="_ _0"> </span><span class="fc1 sc0">f</span></div><div class="t m0 x4 h7 y1d ff2 fs2 fc0 sc0 ls0 ws0">c<span class="_ _b"> </span>o<span class="_ _b"> </span>m<span class="_ _b"> </span>p<span class="_ _c"> </span>u<span class="_ _c"> </span>t<span class="_ _b"> </span>e<span class="_ _b"> </span>r<span class="_ _c"> </span> <span class="_ _b"> </span>v<span class="_ _b"> </span>i<span class="_ _b"> </span>s<span class="_ _c"> </span>i<span class="_ _b"> </span>o<span class="_ _b"> </span>n<span class="_ _c"> </span>,<span class="_ _b"> </span> <span class="_ _b"> </span>f<span class="_ _c"> </span>a<span class="_ _b"> </span>c<span class="_ _b"> </span>i<span class="_ _b"> </span>a<span class="_ _c"> </span>l<span class="_ _b"> </span> <span class="_ _b"> </span><span class="fc1 sc0">r</span><span class="_ _c"> </span><span class="fc1 sc0">e</span><span class="_ _b"> </span><span class="fc1 sc0">c</span><span class="_ _b"> </span><span class="fc1 sc0">o</span><span class="_ _b"> </span><span class="fc1 sc0">g</span><span class="_ _c"> </span><span class="fc1 sc0">n</span><span class="_ _b"> </span><span class="fc1 sc0">i</span><span class="_ _b"> </span><span class="fc1 sc0">t</span><span class="_ _c"> </span><span class="fc1 sc0">i</span><span class="_ _b"> </span><span class="fc1 sc0">o</span><span class="_ _b"> </span><span class="fc1 sc0">n</span><span class="_ _b"> </span><span class="fc1 sc0"> </span><span class="_ _c"> </span><span class="fc1 sc0">i</span><span class="_ _b"> </span><span class="fc1 sc0">s</span><span class="_ _b"> </span><span class="fc1 sc0"> </span><span class="_ _b"> </span><span class="fc1 sc0">d</span><span class="_ _c"> </span><span class="fc1 sc0">i</span><span class="_ _b"> </span><span class="fc1 sc0">v</span><span class="_ _b"> </span><span class="fc1 sc0">i</span><span class="_ _c"> </span><span class="fc1 sc0">d</span><span class="_ _b"> </span><span class="fc1 sc0">e</span><span class="_ _b"> </span><span class="fc1 sc0">d</span><span class="_ _b"> </span><span class="fc1 sc0"> </span><span class="_ _c"> </span><span class="fc1 sc0">i</span><span class="_ _b"> </span><span class="fc1 sc0">n</span><span class="_ _b"> </span><span class="fc1 sc0">t</span><span class="_ _c"> </span><span class="fc1 sc0">o</span><span class="_ _b"> </span><span class="fc1 sc0"> </span><span class="_ _b"> </span><span class="fc1 sc0">f</span><span class="_ _c"> </span><span class="fc1 sc0">a</span><span class="_ _b"> </span><span class="fc1 sc0">c</span><span class="_ _b"> </span><span class="fc1 sc0">e</span><span class="_ _b"> </span><span class="fc1 sc0"> </span><span class="_ _c"> </span><span class="fc1 sc0">d</span><span class="_ _b"> </span><span class="fc1 sc0">e</span><span class="_ _b"> </span><span class="fc1 sc0">t</span><span class="_ _b"> </span><span class="fc1 sc0">e</span><span class="_ _c"> </span><span class="fc1 sc0">c</span><span class="_ _b"> </span><span class="fc1 sc0">t</span><span class="_ _c"> </span><span class="fc1 sc0">i</span><span class="_ _b"> </span><span class="fc1 sc0">o</span><span class="_ _b"> </span><span class="fc1 sc0">n</span></div><div class="t m0 x4 h7 y1e ff2 fs2 fc0 sc0 ls0 ws0">test, feature extraction, identification or confirmation of three pa<span class="_ _6"></span>rts.</div><div class="t m0 x6 h7 y1f ff2 fs2 fc0 sc0 ls0 ws0">T<span class="_ _3"></span>h<span class="_ _3"></span>i<span class="_ _3"></span>s<span class="_ _3"></span> <span class="_ _3"></span>p<span class="_ _3"></span>a<span class="_ _d"></span>p<span class="_ _d"></span>e<span class="_ _3"></span>r<span class="_ _3"></span> <span class="_ _3"></span>m<span class="_ _3"></span>a<span class="_ _3"></span>i<span class="_ _3"></span>n<span class="_ _d"></span>l<span class="_ _3"></span>y<span class="_ _3"></span> <span class="_ _3"></span>s<span class="_ _3"></span>t<span class="_ _d"></span>u<span class="_ _3"></span>d<span class="_ _3"></span>i<span class="_ _3"></span>e<span class="_ _3"></span>s<span class="_ _3"></span> <span class="_ _3"></span>f<span class="_ _3"></span>a<span class="_ _d"></span>c<span class="_ _3"></span>e<span class="_ _3"></span> <span class="_ _3"></span>r<span class="_ _d"></span>e<span class="_ _0"> </span>c<span class="_ _d"></span>o<span class="_ _3"></span>g<span class="_ _3"></span>n<span class="_ _3"></span>i<span class="_ _d"></span>t<span class="_ _3"> </span>i<span class="_ _3"></span>o<span class="_ _3"></span>n<span class="_ _3"></span> <span class="_ _3"></span>b<span class="_ _3"></span>a<span class="_ _d"></span>s<span class="_ _3"></span>e<span class="_ _3"></span>d<span class="_ _3"></span> <span class="_ _3"></span>o<span class="_ _d"></span>n<span class="_ _3"></span> <span class="_ _3"></span>p<span class="_ _3"></span>r<span class="_ _3"></span>i<span class="_ _3"></span>n<span class="_ _d"></span>c<span class="_ _0"> </span>i<span class="_ _d"></span>p<span class="_ _3"></span>a<span class="_ _3"></span>l<span class="_ _3"></span> <span class="_ _3"></span>c<span class="_ _d"></span>o<span class="_ _3"></span>m<span class="_ _3"></span>p<span class="_ _3"></span>o<span class="_ _3"></span>n<span class="_ _d"></span>e<span class="_ _3"></span>n<span class="_ _3"></span>t<span class="_ _3"></span> <span class="_ _3"></span>a<span class="_ _3"></span>n<span class="_ _3"></span>a<span class="_ _d"></span>l<span class="_ _3"></span>y<span class="_ _3"></span>s<span class="_ _3"></span>i<span class="_ _3"></span>s<span class="_ _d"></span> <span class="_ _3"></span>a<span class="_ _3"></span><span class="fc1 sc0">n</span><span class="_ _3"></span><span class="fc1 sc0">d</span></div><div class="t m0 x4 h7 y20 ff2 fs2 fc0 sc0 ls0 ws0">h<span class="_ _e"> </span>a<span class="_ _e"> </span>s<span class="_ _e"> </span> <span class="_ _e"> </span>e<span class="_ _e"> </span>s<span class="_ _e"> </span>t<span class="_ _e"> </span>a<span class="_ _e"> </span>b<span class="_ _e"> </span>l<span class="_ _e"> </span>i<span class="_ _e"> </span>s<span class="_ _e"> </span>h<span class="_ _e"> </span>e<span class="_ _e"> </span>d<span class="_ _e"> </span> <span class="_ _e"> </span>a<span class="_ _e"> </span> <span class="_ _e"> </span>f<span class="_ _e"> </span>a<span class="_ _e"> </span>c<span class="_ _e"> </span>i<span class="_ _e"> </span>a<span class="_ _e"> </span>l<span class="_ _e"> </span> <span class="_ _e"> </span>r<span class="_ _e"> </span>e<span class="_ _e"> </span>c<span class="_ _e"> </span>o<span class="_ _e"> </span>g<span class="_ _e"> </span>n<span class="_ _e"> </span>i<span class="_ _e"> </span>t<span class="_ _e"> </span>i<span class="_ _e"> </span>o<span class="_ _e"> </span>n<span class="_ _e"> </span> <span class="_ _e"> </span>s<span class="_ _e"> </span>y<span class="_ _e"> </span>s<span class="_ _e"> </span>t<span class="_ _e"> </span>e<span class="_ _e"> </span>m<span class="_ _f"> </span>.<span class="_ _e"> </span> <span class="_ _e"> </span>T<span class="_ _e"> </span>h<span class="_ _e"> </span><span class="fc1 sc0">e</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _e"> </span><span class="fc1 sc0">m</span><span class="_ _10"> </span><span class="fc1 sc0">a</span><span class="_ _e"> </span><span class="fc1 sc0">i</span><span class="_ _e"> </span><span class="fc1 sc0">n</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _11"></span>th<span class="_ _10"> </span>e<span class="_ _f"> </span> <span class="_ _e"> </span>c<span class="_ _e"> </span>o<span class="_ _e"> </span>n<span class="_ _e"> </span>t<span class="_ _e"> </span>e<span class="_ _e"> </span>n<span class="_ _e"> </span>t<span class="_ _e"> </span> <span class="_ _e"> </span>i<span class="_ _e"> </span>n<span class="_ _e"> </span>c<span class="_ _e"> </span>l<span class="_ _e"> </span>u<span class="_ _e"> </span>d<span class="_ _e"> </span>e<span class="_ _e"> </span><span class="fc1 sc0">s</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _e"> </span><span class="fc1 sc0">f</span><span class="_ _e"> </span><span class="fc1 sc0">a</span><span class="_ _e"> </span><span class="fc1 sc0">c</span><span class="_ _e"> </span><span class="fc1 sc0">e</span></div><div class="t m0 x4 h7 y21 ff2 fs2 fc0 sc0 ls0 ws0">s<span class="_ _5"></span>e<span class="_ _d"></span>g<span class="_ _d"></span>m<span class="_ _5"></span>e<span class="_ _d"></span>n<span class="_ _d"></span>t<span class="_ _5"></span>a<span class="_ _d"></span>t<span class="_ _5"></span>i<span class="_ _d"></span>o<span class="_ _d"></span>n<span class="_ _5"></span>,<span class="_ _d"></span> <span class="_ _5"></span>t<span class="_ _d"></span>h<span class="_ _5"></span>e<span class="_ _d"></span> <span class="_ _d"></span>e<span class="_ _5"></span>s<span class="_ _d"></span>t<span class="_ _d"></span>a<span class="_ _5"></span>b<span class="_ _d"></span>l<span class="_ _5"></span>i<span class="_ _d"></span>s<span class="_ _d"></span>h<span class="_ _5"></span>m<span class="_ _d"></span>e<span class="_ _d"></span>n<span class="_ _5"></span>t<span class="_ _d"></span> <span class="_ _5"></span>o<span class="_ _d"></span>f<span class="_ _d"></span> <span class="_ _5"></span>f<span class="_ _d"></span>a<span class="_ _d"></span>c<span class="_ _5"></span>e<span class="_ _d"></span> <span class="_ _5"></span>b<span class="_ _d"></span>a<span class="_ _5"></span>n<span class="_ _d"></span>k<span class="_ _d"></span>,<span class="_ _5"></span> <span class="_ _d"></span>p<span class="_ _d"></span>r<span class="_ _5"></span>e<span class="_ _d"></span>t<span class="_ _d"></span>r<span class="_ _5"></span>e<span class="_ _d"></span>a<span class="_ _5"></span>t<span class="_ _d"></span>m<span class="_ _d"></span>e<span class="_ _5"></span>n<span class="_ _d"></span>t<span class="_ _d"></span>,<span class="_ _5"></span> <span class="_ _d"></span>t<span class="_ _d"></span>h<span class="_ _5"></span>e<span class="_ _d"></span> <span class="_ _5"></span>f<span class="_ _d"></span>e<span class="_ _d"></span>a<span class="_ _5"></span>t<span class="_ _d"></span>u<span class="_ _5"></span>r<span class="_ _d"></span>e<span class="_ _d"></span> <span class="_ _5"></span>e<span class="_ _d"></span>x<span class="_ _5"></span>t<span class="_ _d"></span>r<span class="_ _d"></span>a<span class="_ _5"></span>c<span class="_ _d"></span>t<span class="_ _5"></span>i<span class="_ _d"></span>o<span class="_ _d"></span>n<span class="_ _5"></span> <span class="_ _d"></span>b<span class="_ _5"></span>a<span class="_ _d"></span>s<span class="_ _d"></span>e<span class="_ _5"></span>d<span class="_ _d"></span> <span class="_ _d"></span>o<span class="_ _5"></span>n</div><div class="t m0 x4 h7 y22 ff2 fs2 fc0 sc0 ls0 ws0">P<span class="_ _5"></span>C<span class="_ _d"></span>A<span class="_ _6"></span> <span class="_ _5"></span>a<span class="_ _d"></span>n<span class="_ _d"></span>d<span class="_ _d"></span> <span class="_ _d"></span>t<span class="_ _d"></span>h<span class="_ _5"></span>e<span class="_ _d"></span> <span class="_ _d"></span>a<span class="_ _d"></span>l<span class="_ _5"></span>g<span class="_ _d"></span>o<span class="_ _d"></span>r<span class="_ _d"></span>i<span class="_ _d"></span>t<span class="_ _5"></span>h<span class="_ _d"></span>m<span class="_ _d"></span> <span class="_ _12"></span>in<span class="_ _d"></span>v<span class="_ _5"></span>e<span class="_ _d"></span>s<span class="_ _d"></span>t<span class="_ _d"></span>i<span class="_ _5"></span>g<span class="_ _d"></span>a<span class="_ _d"></span>t<span class="_ _d"></span>e<span class="_ _d"></span>.<span class="_ _d"></span> <span class="_ _5"></span>T<span class="_ _5"></span>h<span class="_ _d"></span>e<span class="_ _d"></span> <span class="_ _d"></span>p<span class="_ _d"></span>a<span class="_ _5"></span>p<span class="_ _d"></span>e<span class="_ _d"></span>r<span class="_ _d"></span> <span class="_ _d"></span>f<span class="_ _5"></span>o<span class="_ _d"></span>c<span class="_ _d"></span>u<span class="_ _d"></span>s<span class="_ _5"></span>e<span class="_ _d"></span>s<span class="_ _d"></span> <span class="_ _d"></span>o<span class="_ _d"></span>n<span class="_ _5"></span> <span class="_ _d"></span>t<span class="_ _d"></span>h<span class="_ _d"></span>e<span class="_ _d"></span> <span class="_ _d"></span>e<span class="_ _5"></span>s<span class="_ _d"></span>t<span class="_ _d"></span>a<span class="_ _d"></span>b<span class="_ _5"></span>l<span class="_ _d"></span>i<span class="_ _d"></span>s<span class="_ _d"></span>h<span class="_ _5"></span>m<span class="_ _d"></span>e<span class="_ _d"></span>n<span class="_ _d"></span>t<span class="_ _d"></span> <span class="_ _5"></span>o<span class="_ _d"></span>f<span class="_ _d"></span> <span class="_ _d"></span>f<span class="_ _d"></span>a<span class="_ _d"></span>c<span class="_ _5"></span>e<span class="_ _d"></span> <span class="_ _d"></span>l<span class="_ _d"></span>i<span class="_ _d"></span>b<span class="_ _5"></span>r<span class="_ _d"></span>a<span class="_ _d"></span>r<span class="_ _d"></span>y,</div><div class="t m0 x4 h7 y23 ff2 fs2 fc0 sc0 ls0 ws0">t<span class="_ _e"> </span>h<span class="_ _e"> </span>e<span class="_ _e"> </span> <span class="_ _f"> </span>p<span class="_ _10"> </span>r<span class="_ _f"> </span>e<span class="_ _e"> </span>t<span class="_ _e"> </span>r<span class="_ _e"> </span>e<span class="_ _f"> </span>a<span class="_ _e"> </span>t<span class="_ _e"> </span>m<span class="_ _e"> </span>e<span class="_ _f"> </span>n<span class="_ _e"> </span>t<span class="_ _e"> </span> <span class="_ _e"> </span>o<span class="_ _e"> </span>f<span class="_ _f"> </span> <span class="_ _e"> </span>f<span class="_ _e"> </span>a<span class="_ _e"> </span>c<span class="_ _e"> </span>e<span class="_ _f"> </span> <span class="_ _10"> </span>i<span class="_ _f"> </span>m<span class="_ _e"> </span>a<span class="_ _e"> </span>g<span class="_ _e"> </span>e<span class="_ _f"> </span> <span class="_ _e"> </span>a<span class="_ _e"> </span>n<span class="_ _e"> </span>d<span class="_ _e"> </span> <span class="_ _f"> </span>t<span class="_ _e"> </span>h<span class="_ _e"> </span>e<span class="_ _e"> </span> <span class="_ _e"> </span>a<span class="_ _e"> </span>l<span class="_ _f"> </span>g<span class="_ _e"> </span>o<span class="_ _e"> </span>r<span class="_ _e"> </span>i<span class="_ _e"> </span>t<span class="_ _f"> </span>h<span class="_ _e"> </span><span class="fc1 sc0">m</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _e"> </span><span class="fc1 sc0">o</span><span class="_ _f"> </span><span class="fc1 sc0">f</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _e"> </span><span class="fc1 sc0">P</span><span class="_ _e"> </span><span class="fc1 sc0">C</span><span class="_ _e"> </span><span class="fc1 sc0">A</span><span class="_ _e"> </span><span class="fc1 sc0">.</span><span class="_ _f"> </span><span class="fc1 sc0"> </span><span class="_ _e"> </span><span class="fc1 sc0">P</span><span class="_ _e"> </span><span class="fc1 sc0">C</span><span class="_ _e"> </span><span class="fc1 sc0">A</span><span class="_ _10"> </span><span class="fc1 sc0"> </span><span class="_ _10"> </span><span class="fc1 sc0">i</span><span class="_ _e"> </span><span class="fc1 sc0">s</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _f"> </span><span class="fc1 sc0">a</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _e"> </span><span class="fc1 sc0">k</span><span class="_ _e"> </span><span class="fc1 sc0">i</span><span class="_ _e"> </span><span class="fc1 sc0">n</span><span class="_ _f"> </span><span class="fc1 sc0">d</span><span class="_ _e"> </span><span class="fc1 sc0"> </span><span class="_ _e"> </span><span class="fc1 sc0">o</span><span class="_ _e"> </span><span class="fc1 sc0">f</span></div><div class="t m0 x4 h7 y24 ff2 fs2 fc0 sc0 ls0 ws0">po<span class="_ _6"></span>p<span class="_ _6"></span>u<span class="_ _6"></span>l<span class="_ _6"></span>a<span class="_ _6"></span>r<span class="_ _5"></span> <span class="_ _6"></span>a<span class="_ _6"></span>n<span class="_ _6"></span>d<span class="_ _6"></span> <span class="_ _5"></span>p<span class="_ _6"></span>r<span class="_ _6"></span>a<span class="_ _6"></span>c<span class="_ _6"></span>t<span class="_ _5"></span>i<span class="_ _6"></span>c<span class="_ _6"></span>a<span class="_ _6"></span>l<span class="_ _6"></span> <span class="_ _5"></span>d<span class="_ _6"></span>a<span class="_ _6"></span>t<span class="_ _6"></span>a<span class="_ _6"></span> <span class="_ _6"></span>a<span class="_ _5"></span>n<span class="_ _6"></span>a<span class="_ _6"></span>l<span class="_ _6"></span>y<span class="_ _6"></span>s<span class="_ _6"></span>i<span class="_ _5"></span>s<span class="_ _6"></span> <span class="_ _6"></span>t<span class="_ _6"></span>e<span class="_ _5"></span>c<span class="_ _6"></span>h<span class="_ _6"></span>n<span class="_ _6"></span>i<span class="_ _6"></span>q<span class="_ _6"></span>u<span class="_ _6"></span>e<span class="_ _5"></span>s<span class="_ _6"></span>,<span class="_ _6"></span> <span class="_ _6"></span>t<span class="_ _6"></span>h<span class="_ _6"></span>e<span class="_ _5"></span> <span class="_ _6"></span>m<span class="_ _6"></span>o<span class="_ _6"></span>s<span class="_ _6"></span>t<span class="_ _5"></span> <span class="_ _6"></span>i<span class="_ _6"></span>m<span class="_ _6"></span>p<span class="_ _6"></span>o<span class="_ _6"></span>r<span class="_ _5"></span>t<span class="_ _6"></span>a<span class="_ _6"></span>n<span class="_ _6"></span>t<span class="_ _5"></span> <span class="_ _6"></span>a<span class="_ _6"></span>p<span class="_ _6"></span>p<span class="_ _6"></span>l<span class="_ _6"></span>i<span class="_ _6"></span>c<span class="_ _5"></span>a<span class="_ _6"></span>t<span class="_ _6"></span>i<span class="_ _6"></span>o<span class="_ _6"></span>n<span class="_ _5"></span> <span class="_ _6"></span>i<span class="_ _6"></span>s<span class="_ _6"></span> <span class="_ _6"></span>t<span class="_ _6"></span>o<span class="_ _5"></span> <span class="_ _6"></span>s<span class="_ _6"></span>i<span class="_ _6"></span>m<span class="_ _6"></span>p<span class="_ _6"></span>l<span class="_ _5"></span>i<span class="_ _6"></span>f<span class="_ _6"></span>y</div><div class="t m0 x4 h7 y25 ff2 fs2 fc0 sc0 ls0 ws0">the original data and be called the should one of the most valuabl<span class="_ _6"></span>e results of linear algebra. In</div><div class="t m0 x4 h7 y26 ff2 fs2 fc0 sc0 ls0 ws0">t<span class="_ _5"></span>h<span class="_ _5"></span>e<span class="_ _5"></span> <span class="_ _5"></span>e<span class="_ _5"></span>x<span class="_ _5"></span>p<span class="_ _5"></span>e<span class="_ _5"></span>r<span class="_ _5"></span>i<span class="_ _d"></span>m<span class="_ _5"></span>e<span class="_ _5"></span>n<span class="_ _5"></span>t<span class="_ _5"></span> <span class="_ _5"></span>w<span class="_ _5"></span>e<span class="_ _5"></span> <span class="_ _5"></span>f<span class="_ _d"></span>o<span class="_ _5"></span>u<span class="_ _5"></span>n<span class="_ _5"></span>d<span class="_ _5"></span> <span class="_ _5"></span>a<span class="_ _5"></span> <span class="_ _5"></span>P<span class="_ _5"></span>C<span class="_ _5"></span>A <span class="_ _5"></span>b<span class="_ _5"></span>a<span class="_ _5"></span>s<span class="_ _5"></span>e<span class="_ _5"></span>d<span class="_ _5"></span> <span class="_ _d"></span>f<span class="_ _5"></span>a<span class="_ _5"></span>c<span class="_ _5"></span>e<span class="_ _5"></span> <span class="_ _5"></span>r<span class="_ _5"></span>e<span class="_ _5"></span>c<span class="_ _5"></span>o<span class="_ _5"></span>g<span class="_ _5"></span>n<span class="_ _5"></span>i<span class="_ _5"></span>t<span class="_ _d"></span>i<span class="_ _5"></span>o<span class="_ _5"></span>n<span class="_ _5"></span> <span class="_ _5"></span>s<span class="_ _5"></span>y<span class="_ _5"></span>s<span class="_ _5"></span>t<span class="_ _5"></span>e<span class="_ _5"></span>m<span class="_ _5"></span> <span class="_ _13"></span>th<span class="_ _5"></span>e<span class="_ _5"></span> <span class="_ _5"></span>r<span class="_ _5"></span>e<span class="_ _5"></span>c<span class="_ _5"></span>o<span class="_ _5"></span>g<span class="_ _5"></span>n<span class="_ _5"></span>i<span class="_ _5"></span>t<span class="_ _d"></span>i<span class="_ _5"></span>o<span class="_ _5"></span>n<span class="_ _5"></span> <span class="_ _5"></span>r<span class="_ _5"></span>a<span class="_ _5"></span>t<span class="_ _5"></span>e<span class="_ _5"></span> <span class="_ _5"></span>i<span class="_ _5"></span>s<span class="_ _d"></span> <span class="_ _5"></span>h<span class="_ _5"></span>i<span class="_ _5"></span>g<span class="_ _5"></span>h<span class="_ _5"></span>,</div><div class="t m0 x4 h7 y27 ff2 fs2 fc0 sc0 ls0 ws0">a<span class="_ _3"></span>n<span class="_ _0"> </span>d<span class="_ _3"></span> <span class="_ _0"> </span>i<span class="_ _3"></span>t<span class="_ _3"></span> <span class="_ _0"> </span>c<span class="_ _3"></span>a<span class="_ _0"> </span>n<span class="_ _3"></span> <span class="_ _0"> </span>b<span class="_ _3"></span>e<span class="_ _0"> </span> <span class="_ _3"></span>u<span class="_ _3"> </span>p<span class="_ _0"> </span> <span class="_ _3"></span>t<span class="_ _0"> </span>o<span class="_ _3"></span> <span class="_ _0"> </span>9<span class="_ _3"></span>0<span class="_ _3"></span> <span class="_ _0"> </span>p<span class="_ _3"></span>e<span class="_ _0"> </span>r<span class="_ _3"></span>c<span class="_ _0"> </span>e<span class="_ _3"></span>n<span class="_ _0"> </span>t<span class="_ _3"></span>,<span class="_ _3"></span> <span class="_ _0"> </span>s<span class="_ _3"></span>o<span class="_ _0"> </span> <span class="_ _3"></span>P<span class="_ _0"> </span>C<span class="_ _3"></span>A<span class="_ _3"> </span>'<span class="_ _0"> </span>s<span class="_ _0"> </span> <span class="_ _3"></span>i<span class="_ _3"></span>m<span class="_ _0"> </span>p<span class="_ _3"></span>l<span class="_ _0"> </span>e<span class="_ _3"></span>m<span class="_ _0"> </span>e<span class="_ _3"></span>n<span class="_ _0"> </span>t<span class="_ _3"></span>a<span class="_ _3"></span>t<span class="_ _0"> </span>i<span class="_ _3"> </span>o<span class="_ _0"> </span>n<span class="_ _3"></span> <span class="_ _0"> </span>o<span class="_ _3"></span>f<span class="_ _0"> </span> <span class="_ _3"></span>f<span class="_ _0"> </span>a<span class="_ _3"></span>c<span class="_ _3"></span>e<span class="_ _0"> </span> <span class="_ _3"></span>r<span class="_ _0"> </span>e<span class="_ _3"></span>c<span class="_ _0"> </span>o<span class="_ _3"></span>g<span class="_ _0"> </span>n<span class="_ _3"></span>i<span class="_ _3"></span>t<span class="_ _0"> </span>i<span class="_ _3"></span>o<span class="_ _0"> </span>n<span class="_ _3"></span> <span class="_ _0"> </span>a<span class="_ _3"></span>l<span class="_ _0"> </span>g<span class="_ _3"></span>o<span class="_ _0"> </span>r<span class="_ _3"></span>i<span class="_ _3"></span>t<span class="_ _0"> </span>h<span class="_ _3"></span><span class="fc1 sc0">m</span><span class="_ _0"> </span><span class="fc1 sc0"> </span><span class="_ _3"></span><span class="fc1 sc0">i</span><span class="_ _0"> </span><span class="fc1 sc0">s</span></div><div class="t m0 x4 h7 y28 ff2 fs2 fc0 sc0 ls0 ws0">studied it makes sense. </div><div class="t m0 x4 h9 y29 ff4 fs2 fc0 sc0 ls0 ws0">Keywords<span class="ff2">: Online Face<span class="fs4"> </span>Recognition;</span> <span class="ff2">P<span class="_ _6"></span>CA;image preprocessing</span></div><div class="t m0 x8 h4 y2a ff1 fs1 fc0 sc0 ls0 ws0">目<span class="ff2"> </span>录</div><div class="t m0 x4 h5 y2b ff2 fs2 fc0 sc0 ls0 ws0">1 <span class="ff1">绪论</span>.......................................................................................................................................1</div><div class="t m0 x3 h5 y2c ff2 fs2 fc0 sc0 ls0 ws0">1.1 <span class="ff1">课题的来源及研究意义</span>.............................................................................................1</div><div class="t m0 x9 h5 y2d ff2 fs2 fc0 sc0 ls0 ws0">1.1.1 <span class="ff1">课题的来源</span>.......................................................................................................1</div><div class="t m0 x9 h5 y2e ff2 fs2 fc0 sc0 ls0 ws0">1.1.2 <span class="ff1">课题的目的及意义</span>...........................................................................................1</div><div class="t m0 x3 h5 y2f ff2 fs2 fc0 sc0 ls0 ws0">1.2 <span class="ff1">人脸识别的国内外发展概况</span>.....................................................................................1</div><div class="t m0 x3 h5 y30 ff2 fs2 fc0 sc0 ls0 ws0">1.3 <span class="ff1">课题主要设计内容</span>.....................................................................................................2</div><div class="t m0 x4 h5 y31 ff2 fs2 fc0 sc0 ls0 ws0">2 <span class="ff1">人脸图像的获取</span>...................................................................................................................2</div><div class="t m0 x3 h5 y32 ff2 fs2 fc0 sc0 ls0 ws0">2.1<span class="ff1">人脸图像的获取</span>..........................................................................................................2</div><div class="t m0 x3 h5 y33 ff2 fs2 fc0 sc0 ls0 ws0">2.2 <span class="ff1">人脸分割</span>.....................................................................................................................3</div><div class="t m0 x3 h5 y34 ff2 fs2 fc0 sc0 ls0 ws0">2.3<span class="ff1">人脸数据库</span>..................................................................................................................3</div><div class="t m0 x4 h5 y35 ff2 fs2 fc0 sc0 ls0 ws0">3 <span class="ff1">人脸图像的预处理</span>...............................................................................................................4</div><div class="t m0 xa h8 y1a ff2 fs3 fc0 sc0 ls0 ws0">II</div></div><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a></div><div class="pi" data-data='{"ctm":[1.611850,0.000000,0.000000,1.611850,0.000000,0.000000]}'></div></div>
<div id="pf3" class="pf w0 h0" data-page-no="3"><div class="pc pc3 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://static.pudn.com/prod/directory_preview_static/62684ab84c65f41259823b9a/bg3.jpg"><div class="c x0 y1 w2 h2"><div class="t m0 x1 h3 y2 ff1 fs0 fc0 sc0 ls0 ws0">沈阳理工大学学士学位论文</div><div class="t m0 x3 h5 y36 ff2 fs2 fc0 sc0 ls0 ws0">3.1 <span class="ff1">图像二值化</span>.................................................................................................................4</div><div class="t m0 x3 h5 y37 ff2 fs2 fc0 sc0 ls0 ws0">3.2 <span class="ff1">图像平滑</span>.....................................................................................................................5</div><div class="t m0 x3 h5 y38 ff2 fs2 fc0 sc0 ls0 ws0">3.3 <span class="ff1">图像锐化</span>.....................................................................................................................6</div><div class="t m0 x3 h5 y4 ff2 fs2 fc0 sc0 ls0 ws0">3.4 <span class="ff1">直方图均衡化</span>.............................................................................................................7</div><div class="t m0 x3 h5 y5 ff2 fs2 fc0 sc0 ls0 ws0">3.5 <span class="ff1">灰度拉伸</span>.....................................................................................................................7</div><div class="t m0 x4 h5 y6 ff2 fs2 fc0 sc0 ls0 ws0"> 4 <span class="ff1">基于</span>PCA<span class="ff1">的人脸识别系统</span>..............................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>.8</div><div class="t m0 x3 h5 y7 ff2 fs2 fc0 sc0 ls0 ws0">4.1 <span class="ff1">人脸识别的基本步骤</span>.................................................................................................8</div><div class="t m0 x3 h5 y8 ff2 fs2 fc0 sc0 ls0 ws0">4.2 PCA<span class="ff1">算法介绍</span>.........................................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>.9</div><div class="t m0 x9 h5 y9 ff2 fs2 fc0 sc0 ls0 ws0">4.2.2 <span class="ff1">基变换</span>............................................................................................................<span class="_ _6"></span>.1<span class="_ _14"></span>1</div><div class="t m0 x9 h5 ya ff1 fs2 fc0 sc0 ls0 ws0">下面是对最后一个含义的说明:<span class="ff2">..........................................................................12</span></div><div class="t m0 x9 h5 yb ff2 fs2 fc0 sc0 ls0 ws0">4.2.3 <span class="ff1">方差</span>.................................................................................................................13</div><div class="t m0 x9 h5 yc ff2 fs2 fc0 sc0 ls0 ws0">4.2.4 <span class="ff1">特征根分解</span>.....................................................................................................16</div><div class="t m0 x3 h5 yd ff2 fs2 fc0 sc0 ls0 ws0">4.3 <span class="ff1">基于</span>PCA<span class="ff1">的人脸识别</span>...........................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>.18</div><div class="t m0 x9 h5 ye ff2 fs2 fc0 sc0 ls0 ws0">4.3.1 <span class="ff1">数学模型</span>.........................................................................................................18</div><div class="t m0 x9 h5 yf ff2 fs2 fc0 sc0 ls0 ws0">4.3.2 <span class="ff1">计算特征脸</span>.....................................................................................................19</div><div class="t m0 x9 h5 y10 ff2 fs2 fc0 sc0 ls0 ws0">4.3.3 <span class="ff1">算法实现</span>.........................................................................................................20</div><div class="t m0 x4 h5 y11 ff2 fs2 fc0 sc0 ls0 ws0"> 5 GUI<span class="ff1">界面设计</span>............................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _5"></span>23</div><div class="t m0 x3 h5 y39 ff2 fs2 fc0 sc0 ls0 ws0">5.1 <span class="ff1">图形用户界面概述</span>...................................................................................................23</div><div class="t m0 x3 h5 y12 ff2 fs2 fc0 sc0 ls0 ws0">5.2 <span class="ff1">界面设计工具集</span>.......................................................................................................24</div><div class="t m0 x9 h5 y2b ff2 fs2 fc0 sc0 ls0 ws0">5.2.1 <span class="ff1">界面设计编辑器</span>.............................................................................................24</div><div class="t m0 x9 h5 y2c ff2 fs2 fc0 sc0 ls0 ws0">5.2.2 <span class="ff1">属性检查器</span>.....................................................................................................25</div><div class="t m0 x9 h5 y2d ff2 fs2 fc0 sc0 ls0 ws0">5.2.3 <span class="ff1">对象浏览器</span>.....................................................................................................25</div><div class="t m0 x9 h5 y2e ff2 fs2 fc0 sc0 ls0 ws0">5.2.4 <span class="ff1">菜单编辑器</span>.....................................................................................................25</div><div class="t m0 x3 h5 y2f ff2 fs2 fc0 sc0 ls0 ws0">5.3 GUI<span class="ff1">界面设计</span>...................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _5"></span>26</div><div class="t m0 x3 h5 y30 ff2 fs2 fc0 sc0 ls0 ws0">5.4 <span class="ff1">人脸识别的演示程序</span>...............................................................................................27</div><div class="t m0 x9 h5 y31 ff2 fs2 fc0 sc0 ls0 ws0">5.4.1 <span class="ff1">程序功能描述</span>.................................................................................................27</div><div class="t m0 x9 ha y32 ff2 fs2 fc0 sc0 ls0 ws0">5.4.2 <span class="ff1">程序<span class="ff5">运</span>行</span>.........................................................................................................27</div><div class="t m0 x4 ha y33 ff1 fs2 fc0 sc0 ls0 ws0">点<span class="ff5">击开始</span>识别后,<span class="ff5">稍等</span>片<span class="ff5">刻</span>,<span class="ff5">如</span>果人脸识别系统识别成功,会<span class="ff5">将</span>人脸库中的人脸和编<span class="ff5">号</span></div><div class="t m0 x4 ha y34 ff5 fs2 fc0 sc0 ls0 ws0">显<span class="ff1">示在界面。</span>如<span class="ff1">果识别</span>失败<span class="ff1">,</span>将<span class="ff1">会</span>弹出警告“<span class="ff2">W<span class="_ _15"></span>arning!!!<span class="ff5">当前<span class="ff1">用户</span>不<span class="ff1">在数据库,</span>显<span class="ff1">示最相</span></span></span></div><div class="t m0 x4 ha y35 ff5 fs2 fc0 sc0 ls0 ws0">似<span class="ff1">目</span>标”<span class="ff1">。并</span>且<span class="ff1">在</span>窗口显<span class="ff1">示最相</span>似<span class="ff1">人脸。<span class="ff2">.........................................................<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>...<span class="_ _5"></span>30</span></span></div><div class="t m0 xb h8 y1a ff2 fs3 fc0 sc0 ls0 ws0">III</div></div><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" 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<div id="pf4" class="pf w0 h0" data-page-no="4"><div class="pc pc4 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://static.pudn.com/prod/directory_preview_static/62684ab84c65f41259823b9a/bg4.jpg"><div class="c x0 y1 w2 h2"><div class="t m0 x1 h3 y2 ff1 fs0 fc0 sc0 ls0 ws0">沈阳理工大学学士学位论文</div><div class="t m0 x4 h5 y36 ff2 fs2 fc0 sc0 ls0 ws0"> <span class="ff1">结论</span>.......................................................................................................................................30</div><div class="t m0 x4 ha y37 ff5 fs2 fc0 sc0 ls0 ws0">致谢<span class="ff2">........................................................................................................................................31</span></div><div class="t m0 x4 ha y38 ff5 fs2 fc0 sc0 ls0 ws0">参考<span class="ff1">文</span>献<span class="ff2">................................................................................................................................32</span></div><div class="t m0 x4 ha y4 ff5 fs2 fc0 sc0 ls0 ws0">附<span class="ff1">录<span class="ff2">........................................................................................................................................33</span></span></div><div class="t m0 x3 ha y5 ff5 fs2 fc0 sc0 ls0 ws0">附<span class="ff1">录<span class="ff2">A<span class="_ _15"></span> <span class="ff5">英<span class="ff1">文原文</span></span>....................................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>..<span class="_ _6"></span>33</span></span></div><div class="t m0 x4 h7 y20 ff2 fs2 fc0 sc0 ls0 ws0">REFERENCES.............................................................................................<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>....<span class="_ _6"></span>...<span class="_ _6"></span>.<span class="_ _6"></span>40</div><div class="t m0 x3 ha y7 ff5 fs2 fc0 sc0 ls0 ws0">附<span class="ff1">录<span class="ff2">B </span>中文</span>翻译<span class="ff2">.......................................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>...<span class="_ _6"></span>41</span></div><div class="t m0 x4 ha y8 ff2 fs2 fc0 sc0 ls0 ws0">1.<span class="ff5">引言</span>.....................................................................................................................................42</div><div class="t m0 x4 h5 y9 ff2 fs2 fc0 sc0 ls0 ws0">2.<span class="ff1">人脸检测</span>.............................................................................................................................42</div><div class="t m0 x3 ha ya ff2 fs2 fc0 sc0 ls0 ws0">2.1<span class="ff5">肤色<span class="ff1">分</span>类</span>....................................................................................................................43</div><div class="t m0 x3 ha yb ff2 fs2 fc0 sc0 ls0 ws0">2.2<span class="ff1">动<span class="ff5">作</span>检测</span>....................................................................................................................43</div><div class="t m0 x4 ha yc ff2 fs2 fc0 sc0 ls0 ws0">3.<span class="ff1">人脸<span class="ff5">跟踪</span></span>.............................................................................................................................44</div><div class="t m0 x4 h5 yd ff2 fs2 fc0 sc0 ls0 ws0">4.<span class="ff1">结论</span>.....................................................................................................................................46</div><div class="t m0 x3 ha ye ff5 fs2 fc0 sc0 ls0 ws0">附<span class="ff1">录<span class="ff2">C </span>程序</span>清<span class="ff1">单<span class="ff2">.......................................................................................................<span class="_ _6"></span>...<span class="_ _6"></span>...<span class="_ _6"></span>46</span></span></div><div class="t m0 xb h8 y1a ff2 fs3 fc0 sc0 ls0 ws0">IV</div></div><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d m1"></div></a><a class="l" rel='nofollow' onclick='return false;'><div class="d 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<div id="pf5" class="pf w0 h0" data-page-no="5"><div class="pc pc5 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://static.pudn.com/prod/directory_preview_static/62684ab84c65f41259823b9a/bg5.jpg"><div class="c x0 y1 w2 h2"><div class="t m0 x1 h3 y2 ff1 fs0 fc0 sc0 ls0 ws0">沈阳理工大学学士学位论文</div><div class="t m0 xc h4 y3a ff2 fs1 fc0 sc0 ls0 ws0">1 <span class="ff1">绪论</span></div><div class="t m0 x4 hb y3b ff3 fs4 fc0 sc0 ls0 ws0">1.1<span class="_ _16"> </span><span class="ff1">课题的来源及研究意义</span></div><div class="t m0 x4 h5 y3c ff2 fs2 fc0 sc0 ls0 ws0">1.1.1 <span class="ff1">课题的来源</span></div><div class="t m0 xd ha y3d ff1 fs2 fc0 sc0 ls0 ws0">随着<span class="ff5">安全入口控制</span>和<span class="ff5">金融贸</span>易方面应用<span class="ff5">需</span>要的快速<span class="ff5">增长</span>,生物统计识别技术<span class="ff5">得</span>到了</div><div class="t m0 x4 ha y3e ff5 fs2 fc0 sc0 ls0 ws0">新<span class="ff1">的重视。目</span>前<span class="ff1">,</span>微电子<span class="ff1">和视觉系统方面取</span>得<span class="ff1">的</span>新<span class="ff1">进展,</span>使该<span class="ff1">领域中高性能自动识别技</span></div><div class="t m0 x4 ha y3f ff1 fs2 fc0 sc0 ls0 ws0">术的实现代价<span class="ff5">降低</span>到了可以接受的程度。<span class="ff5">而</span>人脸识别是所有的生物识别方法中应用最<span class="ff5">广</span></div><div class="t m0 x4 ha y40 ff5 fs2 fc0 sc0 ls0 ws0">泛<span class="ff1">的技术之一,人脸识别技术是一</span>项近年<span class="ff1">来</span>兴起<span class="ff1">的,</span>但不<span class="ff1">大为人所</span>知<span class="ff1">的</span>新<span class="ff1">技术。人们更</span></div><div class="t m0 x4 ha y41 ff1 fs2 fc0 sc0 ls0 ws0">多的是在<span class="ff5">电影</span>中<span class="ff5">看</span>到这种技术的<span class="ff5">神奇</span>应用:<span class="ff5">警察将偷拍</span>到的<span class="ff5">嫌疑犯</span>的脸部<span class="ff5">照</span>片,<span class="ff5">输入</span>到</div><div class="t m0 x4 ha y42 ff5 fs2 fc0 sc0 ls0 ws0">电脑<span class="ff1">中,</span>与警<span class="ff1">方数据库中的</span>资料<span class="ff1">进行比对,并</span>找出该嫌犯<span class="ff1">的</span>详细资料<span class="ff1">和</span>犯罪记<span class="ff1">录。这并</span></div><div class="t m0 x4 ha y43 ff1 fs2 fc0 sc0 ls0 ws0">非<span class="ff5">虚构</span>的<span class="ff5">情节</span>。在国外,人脸识别技术<span class="ff5">早已</span>被大<span class="ff5">量使</span>用在国<span class="ff5">家</span>重要部<span class="ff5">门</span>以及<span class="ff5">军警等安防</span></div><div class="t m0 x4 ha y44 ff1 fs2 fc0 sc0 ls0 ws0">部<span class="_ _6"></span><span class="ff5">门<span class="_ _6"></span></span>。<span class="_ _6"></span>在<span class="_ _6"></span>国<span class="_ _6"></span>内<span class="_ _6"></span>,<span class="_ _6"></span>目<span class="_ _6"></span><span class="ff5">前<span class="_ _6"></span></span>主<span class="_ _6"></span>要<span class="_ _6"></span>应<span class="_ _6"></span>用<span class="_ _6"></span>在<span class="_ _6"></span><span class="ff5">公<span class="_ _6"></span>安<span class="_ _6"></span></span>、<span class="_ _6"></span><span class="ff5">金<span class="_ _6"></span>融<span class="_ _6"></span></span>、<span class="_ _6"></span><span class="ff5">网<span class="_ _6"></span>络<span class="_ _6"></span>安<span class="_ _6"></span>全<span class="_ _6"></span></span>、<span class="_ _6"></span>物<span class="_ _6"></span><span class="ff5">业<span class="_ _6"></span>管<span class="_ _6"></span></span>理<span class="_ _6"></span>以<span class="_ _6"></span>及<span class="_ _6"></span><span class="ff5">考<span class="_ _6"></span>勤<span class="_ _6"></span>等<span class="_ _5"></span></span>领<span class="_ _6"></span>域</div><div class="t m0 x4 hc y45 ff2 fs5 fc0 sc0 ls0 ws0">[1]</div><div class="t m0 xe h5 y46 ff1 fs2 fc0 sc0 ls0 ws0">。</div><div class="t m0 x4 h5 y47 ff2 fs2 fc0 sc0 ls0 ws0">1.1.2 <span class="ff1">课题的目的及意义</span></div><div class="t m0 xd ha y48 ff1 fs2 fc0 sc0 ls0 ws0">人脸识别是机器视觉和模<span class="ff5">式</span>识别领域最<span class="ff5">富</span>有<span class="ff5">挑战</span>性的课题之一,<span class="ff5">同时也</span>具有<span class="ff5">较</span>为<span class="ff5">广</span></div><div class="t m0 x4 ha y49 ff5 fs2 fc0 sc0 ls0 ws0">泛<span class="ff1">的应用意义。人脸识别技术是一个非常</span>活跃<span class="ff1">的研究领域,它</span>覆盖<span class="ff1">了数</span>字<span class="ff1">图像处理、模</span></div><div class="t m0 x4 ha y4a ff5 fs2 fc0 sc0 ls0 ws0">式<span class="ff1">识别、计算机视觉、</span>神经网络<span class="ff1">、</span>心<span class="ff1">理学、生理学、数学</span>等诸<span class="ff1">多学</span>科<span class="ff1">的内容。</span>如今<span class="ff1">,</span>虽</div><div class="t m0 x4 ha y4b ff1 fs2 fc0 sc0 ls0 ws0">然在这方面的研究<span class="ff5">已</span>取<span class="ff5">得</span>了一<span class="ff5">些</span>可<span class="ff5">喜</span>的成果,<span class="ff5">但</span>是在实用应用中<span class="ff5">仍</span>面<span class="ff5">临</span>着很<span class="ff5">严峻</span>的<span class="ff5">问</span>题</div><div class="t m0 x4 ha y4c ff5 fs2 fc0 sc0 ls0 ws0">如何<span class="ff1">能</span>正<span class="ff1">确识别大</span>量<span class="ff1">的人并</span>满足<span class="ff1">实</span>时<span class="ff1">性要求是迫切</span>需<span class="ff1">要解</span>决<span class="ff1">的</span>问<span class="ff1">题。</span></div><div class="t m0 x4 hb y4d ff2 fs4 fc0 sc0 ls0 ws0">1.2 <span class="ff1">人脸识别的国内外发展概况</span></div><div class="t m0 xd ha y4e ff1 fs2 fc0 sc0 ls0 ws0">人脸识别系统现在在大多数领域中<span class="ff5">起</span>到<span class="ff5">举足轻</span>重的<span class="ff5">作</span>用,<span class="ff5">尤</span>其是用在机关单位的<span class="ff5">安</span></div><div class="t m0 x4 ha y4f ff5 fs2 fc0 sc0 ls0 ws0">全<span class="ff1">和</span>考勤<span class="ff1">、</span>网络安全<span class="ff1">、</span>银<span class="ff1">行、</span>海<span class="ff1">关</span>边<span class="ff1">检、物</span>业管<span class="ff1">理、</span>军队安全<span class="ff1">、</span>智<span class="ff1">能身份证、</span>智<span class="ff1">能</span>门禁</div><div class="t m0 x4 ha y50 ff5 fs2 fc0 sc0 ls0 ws0">司<span class="ff1">机</span>驾照<span class="ff1">验证、计算机</span>登<span class="ff1">录系统。我国在这方面</span>也<span class="ff1">取</span>得<span class="ff1">了</span>较<span class="ff1">好的成</span>就<span class="ff1">,国</span>家<span class="_ _d"></span><span class="ff3">863<span class="_ _6"></span></span>项<span class="ff1">目</span></div><div class="t m0 x4 ha y51 ff5 fs2 fc0 sc0 ls0 ws0">“<span class="ff1">面像检测</span>与<span class="ff1">识别</span>核心<span class="ff1">技术</span>”通<span class="ff1">过成果</span>鉴<span class="ff1">定并</span>初<span class="ff1">步应用,</span>就标志<span class="ff1">着我国在人脸识别这一</span>当</div><div class="t m0 xf h8 y1a ff2 fs3 fc0 sc0 ls0 ws0">1</div></div></div><div class="pi" data-data='{"ctm":[1.611850,0.000000,0.000000,1.611850,0.000000,0.000000]}'></div></div>