深度学习基于卷积神经网络的图像去噪算法研究项目源码（高分大作业项目）.zip

------------------------------------------------------------------- BM3D demo software for image/video restoration and enhancement Public release v2.00 (30 January 2014) ------------------------------------------------------------------- Copyright (c) 2006-2014 Tampere University of Technology. All rights reserved. This work should be used for nonprofit purposes only. Authors: Kostadin Dabov Aram Danieyan Alessandro Foi BM3D web page: http://www.cs.tut.fi/~foi/GCF-BM3D ------------------------------------------------------------------- Contents ------------------------------------------------------------------- The package comprises these functions *) BM3D.m : BM3D grayscale-image denoising [1] *) CBM3D.m : CBM3D RGB-image denoising [2] *) VBM3D.m : VBM3D grayscale-video denoising [3] *) CVBM3D.m : CVBM3D RGB-video denoising *) BM3DSHARP.m : BM3D-SHARP grayscale-image sharepening & denoising [4] *) BM3DDEB.m : BM3D-DEB grayscale-image deblurring [5] *) IDDBM3D\Demo_IDDBM3D : IDDBM3D grayscale-image deblurring [8] *) BM3D-SAPCA\BM3DSAPCA2009 : BM3D-SAPCA grayscale-image denoising [9] *) BM3D_CFA.m : BM3D denoising of Bayer data [10] For help on how to use these scripts, you can e.g. use "help BM3D" or "help CBM3D". Each demo calls MEX-functions that allow to change all possible parameters used in the algorithm from within the corresponding M-file. ------------------------------------------------------------------- Installation ------------------------------------------------------------------- Unzip both BM3D.zip (contains codes) and BM3D_images.zip (contains test images) in a folder that is in the MATLAB path. ------------------------------------------------------------------- Requirements ------------------------------------------------------------------- *) MS Windows (32 or 64 bit), Linux (32 bit or 64 bit) or Mac OS X (32 or 64 bit) *) Matlab v.7.1 or later with installed: -- Image Processing Toolbox (for visualization with "imshow") *) CVBM3D currently supports only 32-bit and 64-bit Windows. *) IDDBM3D currently supports only 32-bit and 64-bit Windows and requires Microsoft Visual C++ 2008 SP1 Redistributable Package to be installed. It can be downloaded from: (x86) http://www.microsoft.com/downloads/en/details.aspx?FamilyID=A5C84275-3B97-4AB7-A40D-3802B2AF5FC2 (x64) http://www.microsoft.com/downloads/en/details.aspx?FamilyID=BA9257CA-337F-4B40-8C14-157CFDFFEE4E ------------------------------------------------------------------- Change log ------------------------------------------------------------------- v2.00 (30 January 2014) + Added BM3D_CFA denoising algorithm for Bayer data [10]. ! Various fixes in BM3DDEB main script: now works correctly with asymmetric PSFs; corrected several typos which caused first or second collaborative filtering stages to fail whenever the block sizes and 2-D transforms differed from the default ones. v1.9 (26 August 2011) + Added BM3D-SAPCA denoising algorithm [9]. v1.8 (4 July 2011) + Added IDDBM3D deblurring algorithm [8]. ! Improved float precision of BM3D, CBM3D, and BM3DDEB mex-files. v1.7.6 (4 February 2011) + Added support for Matlab running on Mac OSX 32-bit . Changed the strong-noise parameters ("vn" profile) in CBM3D.m, as proposed in [6]. v1.7.5 (7 July 2010) . Changed the strong-noise parameters ("vn" profile) in BM3D.m, as proposed in [6]. v1.7.4 (3 May 2010) + Added support for Matlab running on Mac OSX 64-bit v1.7.3 (15 March 2010) ! Fixed a problem with writing to AVI files in CVBM3D ! Fixed a problem with VBM3D when the input is a 3-D matrix v1.7.2 (8 Dec 2009) ! Fixed the output of CVBM3D to be in range [0,255] instead of in range [0,1] v1.7.1 (2 Dec 2009) ! Fixed a bug in VBM3D.m introduced in v1.7 that concerns the declipping v1.7 (12 Nov 2009) + Added CVBM3D.m script that performs denoising on RGB-videos with AWGN ! Fixed VBM3D.m to use declipping in the case when noisy AVI file is provided v1.6 (17 June 2009) ! Made few fixes to the "getTransfMatrix" internal function. If used with default parameters, BM3D no longer requires neither Wavelet, PDE, nor Signal Processing toolbox. + Added support for x86_64 Linux v1.5.1 (20 Nov 2008) ! Fixed bugs for older versions of Matlab + Added support for 32-bit Linux + improved the structure of the VBM3D.m script v1.5 (18 Oct 2008) + Added x86_64 version of the MEX-files that run on 64-bit Matlab under Windows + Added a missing function in BM3DDEB.m + Improves some of the comments in the codes ! Fixed a bug in VBM3D when only a input noisy video is provided v1.4.1 (26 Feb 2008) ! Fixed a bug in the grayscale-image deblurring codes and made these codes compatible with Matlab 7 or newer versions. v1.4 (1 Feb 2008) + Added grayscale-image deblurring v1.3 (12 Oct 2007) + Added grayscale-image joint sharpening and denoising v1.2.1 (4 Sept 2007) ! Fixed the output of the VBM3D to be the final Wiener estimate rather than the intermediate basic estimate ! Fixed a problem when the original video is provided as a 3D matrix v1.2 (11 June 2007) + Added grayscale-video denoising files v1.1.3 (4 May 2007) + Added support for Linux x86-compatible platforms v1.1.2 ! Fixed bugs related with Matlab v.6.1 v1.1.1 (8 March 2007) ! Fixed bugs related with Matlab v.6 (e.g., "isfloat" was not available and "imshow" did not work with single precision) + Improved the usage examples shown by executing "help BM3D" or "help CBM3D" MATLAB commands v1.1 (6 March 2007) ! Fixed a bug in comparisons of the image sizes, which was causing problems when executing "CBM3D(1,z,sigma);" ! Fixed a bug that was causing a crash when the input images are of type "uint8" ! Fixed a problem that has caused some versions of imshow to report an error ! Fixed few typos in the comments of the functions . Made the parameters of the BM3D and the C-BM3D the same v1.0 (9 December 2006) + Initial version, based on BM3D-DFT [7] package (November 2005) ------------------------------------------------------------------- References ------------------------------------------------------------------- [1] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image denoising by sparse 3D transform-domain collaborative filtering," IEEE Trans. Image Process., vol. 16, no. 8, August 2007. [2] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Color image denoising via sparse 3D collaborative filtering with grouping constraint in luminance-chrominance space," Proc. IEEE Int. Conf. Image Process., ICIP 2007, San Antonio (TX), USA, September 2007. [3] K. Dabov, A. Foi, and K. Egiazarian, "Video denoising by sparse 3D transform-domain collaborative filtering," Proc. European Signal Process. Conf., EUSIPCO 2007, Poznan, Poland, September 2007. [4] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Joint image sharpening and denoising by 3D transform-domain collaborative filtering," Proc. 2007 Int. TICSP Workshop Spectral Meth. Multirate Signal Process., SMMSP 2007, Moscow, Russia, September 2007. [5] K. Dabov, A. Foi, and K. Egiazarian, "Image restoration by sparse 3D transform-domain collaborative filtering," Proc. SPIE Electronic Imaging '08, vol. 6812, no. 6812-1D, San Jose (CA), USA, January 2008. [6] Y. Hou, C. Zhao, D. Yang, and Y. Cheng, 'Comment on "Image Denoising by Sparse 3D Transform-Domain Collaborative Filtering"' accepted for publication, IEEE Trans. Image Process., July, 2010. [7] K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image denoising with block-matching and 3D filtering," Proc. SPIE Electronic Imaging '06, vol. 6064, no. 6064A-30, San Jose (CA), USA, January 2006. [8] A.Danielyan, V. Katkovnik, and K. Egi