Unifying Discriminative Visual Codebook Generation with Classifier Training for Object Category Recognition. L. Yang, R. Jin, R. Sukthankar and F. Jurie. CVPR 2008.

Beyond Sliding Windows: Object Localization by Efficient Subwindow Search. Christoph H. Lampert and Matthew B. Blaschko. CVPR 2008.

Towards scalable representations of object categories: Learning a hierarchy of parts. S. Fidler and A. Leonardis. CVPR 2007.

Robust Object Recognition with Cortex-Like Mechanisms. Thomas Serre, Lior Wolf, Stanley Bileschi, Maximilian Riesenhuber, and Tomaso Poggio. PAMI 2007.

Learning Globally-Consistent Local Distance Functions for Shape-Based Image Retrieval and Classification. Andrea Frome, Fei Sha, Yoram Singer and Jitendra Malik. ICCV 2007.

Robust Object Detection with Interleaved Categorization and Segmentation. Bastian Leibe, Ales Leonardis, and Bernt Schiele. IJCV 2008.
Focus paper: Coupled Detection and Trajectory Estimation for Multi-Object Tracking. Leibe, B., Schindler, K. and Van Gool, L. ICCV 2007.

Scene classification via pLSA. A. Bosch, A. Zisserman, and X. Munoz. ECCV 2006.

Discovering object categories in image collections. Sivic, J. and Russell, B.C. and Efros, A.A. and Zisserman, A. and Freeman, W.T, ICCV 2005.

Learning the Discriminative Power-Invariance Trade-Off. Manik Varma and Debajyoti Ray. CVPR 2007.

Dataset issues in object recognition. J. Ponce, TL Berg, M. Everingham, DA Forsyth, M. Hebert, S. Lazebnik, M. Marszalek, C. Schmid, BC Russell, A. Torralba, CKI Williams, J. Zhang and A. Zisserman. Lecture Notes in Computer Science, 2006.

A Discriminatively Trained, Multiscale, Deformable Part Model. Pedro Felzenzwab, David McAllester and Deva Ramanan. CVPR 2008.

Unsupervised Learning of Human Action Categories Using Spatial-Temporal Words. Juan Carlos Niebles, Hongcheng Wang and Li Fei-Fei. IJCV 2008.

link to demo

Towards multi-view object class detection. Alexander Thomas,Vittorio Ferrari,Bastian Leibe,Tinne Tuytelaars,Bernt Schiele and Luc Van Gool. CVPR 2006.

Image Classification using Random Forests and Ferns. Anna Bosch, Andrew Zisserman  and Xavier Munoz. ICCV 2007.

Putting objects in perspective. Hoiem, D. and Efros, A.A. and Hebert, M. IJCV 2008.

One-Shot Learning of Object Categories. Li Fei -Fei , Rob Fergus and Pietro Perona. PAMI 2006.