Robust embedding regression for semi-supervised learning

From few to many: illumination cone models for face recognition under variable lighting and pose

Athinodoros S. Georghiades, Peter N. Belhumeur, David Kriegman · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2001 · 5K citations

Computing, Vision Science, Computer Vision +15

Learning with Local and Global Consistency

Dengyong Zhou, Olivier Bousquet, Thomas Navin Lal et al. · MPG.PuRe (Max Planck Society) · 2003 · 3.8K citations · Full text

Computing, Computer Science, Computer Vision +11

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

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

BelkinMikhail, NiyogiPartha, SindhwaniVikas · Journal of Machine Learning Research · 2006 · 2.1K citations

Computing, Computer Science, Computational Geometry +16

The CMU pose, illumination, and expression database

Terence Sim, Simon Baker, M. Bsat · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2003 · 1.8K citations

Computing, Computer Science, Computer Vision +11