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1. Sanjiv Kumar, Alex C. Loui, and Martial Hebert. An Observation-Constrained Generative Approach for Probabilistic Classification of Image Regions. Image and Vision Computing, 21:87-97, 2003. (pdf) (bibtex entry)

1. Sanjiv Kumar and Martial Hebert. A Hierarchical Field Framework for Unified Context-Based Classification. In International Conference on Computer Vision, 2005. (abstract) (bibtex entry)

2. Sanjiv Kumar and Martial Hebert. A Hierarchical Field Framework for Unified Context-Based Classification. In Proc. ICCV, October 2005. (url) (bibtex entry)

3. Bart Nabbe, Sanjiv Kumar, and Martial Hebert. Path Planning with Hallucinated Worlds. In Proceedings: IEEE/RSJ International Conference on Intelligent Robots and Systems, October 2004. IEEE. (url) (pdf) (abstract) (bibtex entry)

4. Sanjiv Kumar and Martial Hebert. Discriminative Random Fields: A Discriminative Framework for Contextual Interaction in Classification. In Proceedings of the 2003 IEEE International Conference on Computer Vision (ICCV '03), volume 2, pages 1150-1157, 2003. (pdf) (bibtex entry)

5. Sanjiv Kumar and Martial Hebert. Man-Made Structure Detection in Natural Images using a Causal Multiscale Random Field. In in proc. IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), volume 1, pages 119-126, 2003. (pdf) (bibtex entry)

6. Sanjiv Kumar and Martial Hebert. Discriminative Fields for Modeling Spatial Dependencies in Natural Images. In in proc. advances in Neural Information Processing Systems (NIPS), December 2003. (pdf) (bibtex entry)

7. Sanjiv Kumar, Alex C. Loui, and Martial Hebert. Probabilistic Classification of Image Regions using an Observation-Constrained Generative Approach. In ECCV Workshop on Generative Models based Vision (GMBV), pages 91 - 99, 2002. (pdf) (bibtex entry)

1. Sanjiv Kumar. Models for Learning Spatial Interactions in Natural Images for Context-Based Classification. Technical report CMU-CS-05-28, Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, August 2005. (url) (pdf) (annotation) (bibtex entry)

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