Structure-Constrained Low-Rank and Partial Sparse Representation with Sample Selection for image classification

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

Object recognition from local scale-invariant features

David Lowe · 1999 · 16.2K citations

Computing, Computer Science, Vision Science +17

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

Amir Beck, Marc Teboulle · SIAM Journal on Imaging Sciences · 2009 · 12K citations

Natural Sciences, Computer Science, Biomedical Imaging +15

$rm K$-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