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Two-stage image denoising by principal component analysis with local pixel grouping

Pattern Recognition · 2009 · Vol. 43(4) · pp. 1531–1549
Lei Zhang✉Weisheng DongDavid ZhangGuangming Shi
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Image and Signal Denoising MethodsAdvanced Image Fusion TechniquesImage Processing Techniques and ApplicationsPrincipal component analysisPattern recognition (psychology)Noise reductionArtificial intelligenceNon-local meansPixelNoise (video)Computer scienceBenchmark (surveying)Mathematics
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References
Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
IEEE Transactions on Image Processing · 2007 · 9,026 citations
Image denoising using scale mixtures of gaussians in the wavelet domain
IEEE Transactions on Image Processing · 2003 · 2,254 citations
The curvelet transform for image denoising
IEEE Transactions on Image Processing · 2002 · 2,223 citations
Image quality assessment: from error visibility to structural similarity
IEEE Transactions on Image Processing · 2004 · 54,590 citations
De-noising by soft-thresholding
IEEE Transactions on Information Theory · 1995 · 9,501 citations
Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries
IEEE Transactions on Image Processing · 2006 · 5,342 citations
$rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation
IEEE Transactions on Signal Processing · 2006 · 9,439 citations
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