PCA图像降噪新算法我要分享

New algorithm of PCA image denoising

K. pca降噪 pca-matlab-新算法 图像-去噪 pca

关注次数: 500

下载次数: 5

文件大小: 632KB

代码分类: 智能算法

开发平台: matlab

下载需要积分: 1积分

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代码描述

中文说明:

说明:PCA图像降噪新算法-LPG PCA,全名叫做Two-stage Image Denoising by Principal Component Analysis with Local Pixel Grouping。内含算法代码和数据集,均经本人实测,可进行灰度图像和RGB图像的降噪,且PSNR和SSIM指标明显好于小波滤波、K-SVD等经典算法。值得学习图像降噪的看看!


English Description:

Description: the new algorithm of PCA image denoising - LPG PCA, full name is two stage image denoising by principal component analysis with local pixel grouping. It contains algorithm code and data set, which are measured by myself. It can denoise gray image and RGB image, and PSNR and SSIM indexes are better than wavelet filtering, K-SVD and other classical algorithms. It's worth learning about image noise reduction!


代码预览

lpgpca\Code\blow.m

lpgpca\Code\cal_ssim.m

lpgpca\Code\csnr.m

lpgpca\Code\csnr_color.m

lpgpca\Code\getgau2.m

lpgpca\Code\getpca.m

lpgpca\Code\getpca1.m

lpgpca\Code\getpca2.m

lpgpca\Code\LPGPCA.m

lpgpca\Code\lpgpca_1.m

lpgpca\Code\lpgpca_2.m

lpgpca\Code\LPGPCA_color.m

lpgpca\Code\LPGPCA_color_denoising.m

lpgpca\Code\LPGPCA_denoising.m

lpgpca\Code\lpgpca_new.m

lpgpca\Code\LPG_new.m

lpgpca\Code\Write2Im.m

lpgpca\Images\barbara.tif

lpgpca\Images\cameraman.tif

lpgpca\Images\house.tif

lpgpca\Images\house_color.tif

lpgpca\Images\lena.tif

lpgpca\Images\Monarch.tif

lpgpca\Images\Parrot.tif

lpgpca\Images\p_bar.tif

lpgpca\Images\Tower.tif

lpgpca\ReadMe.txt

lpgpca\Test_LPGPCA.m

lpgpca\Test_LPGPCA_Color.m

lpgpca\Code

lpgpca\Images

lpgpca