EE/CNS 148 - Spring 2005

Papers (** indicates priority papers):


Object Recognition Systems:

**Robust Real-Time Face Detection. Viola and Jones. IJCV 04.

**Unsupervised Learning of Models for Recognition. M. Weber, M. Welling and P. Perona. ECCV, 2000 .

**Sharing Features: efficient boosting procedures for multiclass object detection. A. Torralba. K.P. Murphy. W.T. Freeman. CVPR, 2004.

*Object class recognition using discriminative local features. Gyuri Dorkó, Cordelia Schmid. Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence, 2004.

*Shape Matching and Object Recognition using Low Distortion Correspondence. Alexander C. Berg, Tamara L. Berg, Jitendra Malik
U.C. Berkeley Technical Report, Dec. 2004.

*Pictorial Structures for Object Recognition, D. Huttenlocher.Intl. Journal of Computer Vision, 61(1), pp. 55-79, January 2005

*Spatial Priors for Part-Based Recognition using Statistical Models, D. Crandall. P. Felzenszwalb. D. Huttenlocher.CVPR 2005.

*Names and Faces. Tamara L. Berg, Alexander C. Berg, Jaety Edwards, Michael Maire, Ryan White, Yee Whye Teh, Erik Learned-Miller, David A. Forsyth. In submission

Video Google: A Text Retrieval Approach to Object Matching in Videos. Sivic, J. and Zisserman, A. Proceedings of the International Conference on Computer Vision (2003) .

A coarse-to-fine strategy for multi-class shape detection. Y. Amit, D. Geman and X. Fan. IEEE Trans. PAMI, 28, 1606-1621, 2004.

Loss Functions for Discriminative Training of Energy-Based Models. LeCun and Huang. AI-Stats 2005.

Scene Recognition:

Statistics of natural image categories. A. Torralba. A. Oliva. Network, 2003.


Machine Learning:

*On Discriminative vs. Generative Classifiers: A comparison of logistic regression and Naive Bayes. Andrew Y. Ng and Michael Jordan. NIPS 14, 2002.

Latent Dirichlet allocation. D. M. Blei, A. Y. Ng, and M. I. Jordan. Journal of Machine Learning Research, 3, 993-1022, 2003.


Feature Detection:

**Object recognition from local scale-invariant features. David G. Lowe, International Conference on Computer Vision, Corfu, Greece (September 1999), pp. 1150-1157.