Robust sparse representation based multi-focus image fusion with dictionary construction and local spatial consistency

$rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation

Michal Aharon, Michael Elad, Alfred M. Bruckstein⋆ · IEEE Transactions on Signal Processing · 2006 · 9.5K citations

Computing, Computer Science, Data Mining +16

Robust Face Recognition via Sparse Representation

John Wright, A. Yang, Arvind Ganesh et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 9.5K citations · Full text

Computing, Computer Science, Computer Vision +16

A Singular Value Thresholding Algorithm for Matrix Completion

Jian‐Feng Cai, Emmanuel J. Candès, Zuowei Shen · SIAM Journal on Optimization · 2010 · 5.9K citations

Computing, Computer Science, Algorithms +16

Robust Recovery of Subspace Structures by Low-Rank Representation

Guangcan Liu, Zhouchen Lin, Shuicheng Yan et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 3.7K citations · Full text

Computing, Computer Science, Data Mining +12

Sparse Subspace Clustering: Algorithm, Theory, and Applications

Ehsan Elhamifar, René Vidal · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 3.1K citations

Computing, Computer Science, Data Science +17