Adaptive-learning-dictionary

所属分类:matlab编程
开发工具:Others
文件大小:47KB
下载次数:261
上传日期:2013-08-24 12:56:21
上 传 者xiashu
说明:  自适应学习字典代码:训练字典的MATLAB仿真程序,能够很好的认识字典训练事例
(Adaptive learning dictionary code: dictionary MATLAB simulation training, can very good dictionary training examples )

文件列表:
icip10_deblur (0, 2011-05-26)
icip10_deblur\blurred.jpg (11826, 2011-05-26)
icip10_deblur\castle.jpg (11950, 2011-05-26)
icip10_deblur\deblur_adl.asv (3062, 2011-05-26)
icip10_deblur\deblur_adl.m (3399, 2011-05-26)
icip10_deblur\demo.m (236, 2011-05-26)
icip10_deblur\demo1.m (232, 2011-05-26)
icip10_deblur\demo2.m (235, 2011-05-26)
icip10_deblur\direct_sparse.asv (6486, 2011-05-26)
icip10_deblur\direct_sparse.m (6604, 2011-05-26)
icip10_deblur\find_kernel.m (1866, 2011-05-26)
icip10_deblur\koala.jpg (14683, 2011-05-26)
icip10_deblur\zeronorm.m (209, 2011-05-26)

deblur_adl code README December 18, 2010 Code installation: ------------------------- 1. Download KSVDBox and OMPBox before the use of this code, the toolboxes can be found on Ron Rubinstein's website http://www.cs.technion.ac.il/~ronrubin/software.html About how to install their code, please refer to their readme file. 2. Add the KSVDBox and OMPBox directory to the Matlab path. 3. Add the deblur_adl code installation directory to the Matlab path. Quick start: ------------------------- 1. Enter "demo1" or "demo2" at the Matlab command window to run a demonstration Notice and problems: ------------------------- 1. Make sure the patch number within the image window is great than the dictionary size (KSVD algorithm requires an over-complete dictionary) 2. The size of specified image window affects the computational speed, better not larger than 250x250. 3. The selection of specified image window affects the deblur result, better try several windows. 3. The convergence rate is quick, do not need to set up a large iteration number. 4. So far, the algorithm does not deal with large blur kernel well.

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