Face Recognition via Sparse Representation

REFERENCES

Papers on Face Recognition

Robust Face Recognition via Sparse Representation,

John Wright, Allen Yang, Arvind Ganesh, Shankar Sastry, and Yi Ma. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 31, no. 2, February 2009.

(A related tutorial on the use of sparse representation techniques in face recognition that seeks to clarify doubts raised by some recent papers on this topic. [arXiv link])

Towards a Practical Face Recognition System: Robust Alignment and Illumination by Sparse Representation,

Andrew Wagner, John Wright, Arvind Ganesh, Zihan Zhou, Hossein Mobahi, and Yi Ma. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 34, no. 2, February 2012.

A shorter version of this paper appears in CVPR'09: Towards a Practical Face Recognition System: Robust Registration and Illumination via Sparse Representation.

Face Recognition with Contiguous Occlusion using Markov Random Fields,

Zihan Zhou, Andrew Wagner, Hossein Mobahi, John Wright, and Yi Ma. IEEE International Conference on Computer Vision (ICCV), 2009.

Fast L1-Minimization Algorithms For Robust Face Recognition,

Allen Yang, Zihan Zhou, Arvind Ganesh, Shankar Sastry, and Yi Ma. Submitted to IEEE Transactions on Image Processing (TIP), 2012.

A preliminary version of this paper appears in ICIP'10: Fast L1-Minimization Algorithms and an Application in Robust Face Recognition: A Review.

Towards a Robust Face Recognition System Using Compressive Sensing,

Allen Yang, Zihan Zhou, Yi Ma, and Shankar Sastry. InterSpeech, 2010.

Collaborative Representation based Classification for Face Recognition,

Lei Zhang, Meng Yang, Xiangchu Feng, Yi Ma, and David Zhang. Submitted to IEEE Transactions on Image Processing (TIP), 2012.

Robust and Practical Face Recognition via Structured Sparsity,

Kui Jia, Tsung-Han Chan, and Yi Ma. European Conference on Computer Vision (ECCV), 2012.

Papers on Supporting Theory from Sparse Representation

Dense Error Correction via L1-minimization,

John Wright, and Yi Ma. IEEE Transactions on Information Theory, vol. 56, issue 7, July 2010.

Minimum Sum of Distances Estimator: Robustness and Stability,

Yoav Sharon, John Wright, and Yi Ma. American Control Conference (ACC), June 2009.

Separation of a Subspace-Sparse Signal: Algorithms and Conditions,

Arvind Ganesh, Zihan Zhou, and Yi Ma. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), April 2009.

Robust Principal Component Analysis?,

John Wright, Arvind Ganesh, Shankar Rao, and Yi Ma. vol. 58, issue 3, article 11, Journal of the ACM, May 2011.

Other Applications of Sparse Representation

Motion Segmentation via Robust Subspace Separation in the Presence of Outlying, Incomplete, or Corrupted Trajectories,

Shankar Rao, Roberto Tron, Rene Vidal, and Yi Ma. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2008.

Image Super-Resolution as Sparse Representation of Raw Image Patches,

Jianchao Yang, John Wright, Thomas Huang, and Yi Ma. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2008.

Face Hallucination via Sparse Coding,

Jianchao Yang, Hao Tang, Yi Ma, and Thomas Huang. IEEE International Conference on Image Processing (ICIP), October 2008.

Distributed Segmentation and Classification of Human Actions Using a Wearable Motion Sensor Network,

Allen Yang, Roozbeh Jarafi, Philip Kuryloski, Sameer Iyengar, Shankar Sastry, and Ruzena Bajcsy. Workshop on Human Communicative Behavior Analysis, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2008.