Face Recognition via Sparse Representation

   

References

Papers on Face Recognition

  1. Robust Face Recognition via Sparse Representation, John Wright, Allen Yang, Arvind Ganesh, Shankar Sastry and Yi Ma. To appear in IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2008. (the content of this paper is a combination of the contents of the two tech reports listed below)

  2. Robust Face Recognition via Sparse Representation, John Wright, Arvind Ganesh, Allen Yang and Yi Ma. University of Illinois Tech Report UILU-ENG-07-2207 DC-229, June 2007.

  3. Feature Selection in Face Recognition: A Sparse Representation Perspective, Allen Yang, John Wright, Yi Ma and Shankar Sastry. UC Berkeley Tech Report UCB/EECS-2007-99, 2007.

  4. Pop-sci essay: A Q&A about recent advances in face recognition and how to protect your facial identity.

Other Applications of Sparse Representation

  1. 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.

  2. 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.

  3. Face Hallucination via Sparse Coding, Jianchao Yang, Hao Tang, Yi Ma, and Thomas Huang. IEEE International Conference on Image Processing (ICIP), October 2008.

  4. 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.

Papers on Theory of Sparse Representation and Compressed Sensing

  1. Computation and Relaxation of Conditions for Equivalence between L1 and L0 Minimization, Yoav Sharon, John Wright and Yi Ma. UIUC Technical Report UILU-ENG-07-2008, May 2007.

Related Publications and Resources by Others

Sparse Representation

Papers

  1. For Most Large Underdetermined Systems of Linear Equations, the minimal L1-norm solution is also the sparsest solution, David Donoho.

  2. Highly robust error correction by convex programming, E. J. Candès and P. Randall.

  3. Neighborly Polytopes and Sparse Solutions of Underdetermined Linear Equations, David Donoho.

Related software

  1. L1-Magic

  2. SparseLab

Face Recognition

Papers

  1. Face Recognition: A Literature Survey, W. Zhao, R. Chellappa, J. Phillips, and A. Rosenfeld.

  2. Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection, P. Belhumeur, J. Hespanha, D. Kriegman.

  3. Combining Reconstructive and Discriminative Subspace Methods for Robust Classification and Regression by Subsampling, S. Fidler, D. Skocaj, A. Leonardis.

Face Databases

  1. AR Database

  2. Extended Yale Database

Related websites

  1. Face Recognition Homepage

  2. Compressed Sensing Resources

If you want to list your publication on this topic on this website, please contact the webmasters John Wright or Arvind Ganesh.

 

 

© 2007

University of Illinois