Matlab-Package-Sparse
所属分类：matlab编程
开发工具：matlab
文件大小：6282KB
下载次数：80
上传日期：2013-05-17 17:11:27
上 传 者：
springcorn
说明： 这是Sparse and Redundant Representations From Theory to Applications in Signal and Image Processing书中对应的实现程序，对理解书中所讲理论有很好的帮组，这本书是学习稀疏编码和压缩感知的一本很好的书
(Sparse and Redundant Representations From Theory to Applications in Signal and Image Processing book corresponding implementation procedures, there is a good understanding of the book talking about the theory help group, this book is to learn sparse coding and compressed sensing a very good book)
文件列表:
Chapter_10_Shrinkage_Rho.m (2330, 2010-09-15)
Chapter_10_Deblurring.m (15610, 2010-09-15)
Chapter_10_Create_Atom_Examples.m (1603, 2010-09-15)
Chapter_09_TV_vs_Heaviside.m (586, 2010-09-15)
Chapter_08_BP_vs_DS.m (7528, 2010-09-15)
Chapter_07_ShowTheGap2.m (6484, 2010-09-15)
Chapter_07_ShowTheGap1.m (2568, 2010-09-15)
Chapter_06_Iterated_Shrinkage.m (14787, 2010-09-15)
Chapter_06_IS_Sanity_Check.m (1132, 2010-09-15)
Chapter_05_TwoEps_Noise_demo.m (1855, 2010-09-15)
Chapter_05_No_Uniqueness_Noise_demo.m (3224, 2010-09-15)
Chapter_05_LARS_vs_OMP.m (3665, 2010-09-15)
Chapter_05_LARS_DEMO.m (1825, 2010-09-15)
Chapter_05_LARS.m (6931, 2009-07-05)
Chapter_05_IRLS.m (3791, 2010-09-15)
Chapter_04_TwoOrthoBP_Proof.m (495, 2010-09-15)
Chapter_04_Bounds.m (1277, 2010-09-15)
Chapter_03_WeakMP_efficiency.m (1584, 2010-09-15)
Chapter_03_IRLS_noNoise.m (1239, 2010-09-15)
Chapter_03_Demo_Relaxation.m (3565, 2010-09-15)
Chapter_03_Demo_Greedy.m (5267, 2010-09-15)
Chapter_02_picketfence.m (412, 2010-09-15)
Chapter_02_GrassDemo.m (1459, 2010-09-15)
Chapter_02_DesignFrame.m (1842, 2009-07-04)
Chapter_01_normDescroption.m (710, 2010-09-15)
Chapter_01_LpLq_demo.m (1161, 2010-09-15)
Chapter_01_3D_spheres.m (7575, 2010-09-15)
redundancy.fig (14709, 2010-04-29)
rate_distortion_DB.fig (28786, 2010-04-29)
rate_distortion.fig (27132, 2010-04-28)
Chapter_15_Local_MCA_KSVD.asv (9442, 2010-09-15)
Chapter_15_CoreInpainting3KSVD.asv (5864, 2010-09-15)
Chapter_14_KSVDGlobalDenoising.asv (3704, 2010-09-15)
Chapter_14_KSVDdenoising.asv (6829, 2010-09-15)
Chapter_12_Demo2.asv (3440, 2010-09-15)
Chapter_12_Demo1.asv (3809, 2010-09-15)
Chapter_11_Graphs.asv (6533, 2010-09-15)
Chapter_10_Deblurring.asv (15602, 2010-09-15)
Chapter_07_ShowTheGap1.asv (2528, 2010-09-15)
Chapter_06_Iterated_Shrinkage.asv (14655, 2010-09-15)
... ...
Welcome!
The Matlab package you have downloaded was built to
reproduce most* of the figures in the book
Sparse and Redundant Representations: From Theory to
Applications in Signal and Image Processing
Written by Michael Elad (Technion, Israel), and published
by Springer in September 2010.
The various functions are organized by the chapter they
cover, and each file states clearly which figure(s) it
generates.
In writing the code, the main emphasis was put on clarity
and readability of the code, and less on its efficiency.
In certain cases, the user is encouraged and instructed
how to modify the code to speed-up the algorithms. This
is esspecially true for the dictionary larning parts.
I hope you will benefit from this code. If you find an error,
you are most welcome to contact me and tell me about it.
Please write to elad@cs.technion.ac.il .
One last comment: This code is shared freely from my webpage,
and it comes with no warranty what so ever.
Enjoy,
Miki Elad
The CS Department
The Technion, Israel
* Why most? Because some figures are taken from other works,
and some figures are part of industrial projects where we
have no permission to share the code.
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