- Discriminative Random Fields
Sanjiv Kumar and Martial Hebert
International Journal of Computer Vision, Vol. 68, No. 2, 2006, pp. 179-202.
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- A Hierarchical Field Framework for Unified Context-Based Classification
Sanjiv Kumar and Martial Hebert
Tenth IEEE International Conference on Computer Vision (ICCV '05), October, 2005, pp. 1284 - 1291.
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- Models for Learning Spatial Interactions in Natural Images for Context-Based Classification
Sanjiv Kumar
tech. report CMU-CS-05-28, Robotics Institute, Carnegie Mellon University, August, 2005
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- Exploiting Inference for Approximate Parameter Learning in Discriminative Fields: An Empirical Study
Sanjiv Kumar, Jonas August, and Martial Hebert
Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), 2005.
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- Path Planning with Hallucinated Worlds
Bart Nabbe, Sanjiv Kumar, and Martial Hebert
Proceedings: IEEE/RSJ International Conference on Intelligent Robots and Systems, October, 2004, pp. 3123 - 3130.
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- Discriminative Fields for Modeling Spatial Dependencies in Natural Images
Sanjiv Kumar and Martial Hebert
in proc. advances in Neural Information Processing Systems (NIPS), December, 2003.
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- An Observation-Constrained Generative Approach for Probabilistic Classification of Image Regions
Sanjiv Kumar, Alex C. Loui, and Martial Hebert
Image and Vision Computing, Vol. 21, 2003, pp. 87-97.
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- Discriminative Random Fields: A Discriminative Framework for Contextual Interaction in Classification
Sanjiv Kumar and Martial Hebert
Proceedings of the 2003 IEEE International Conference on Computer Vision (ICCV '03), 2003, pp. 1150-1157.
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- Man-Made Structure Detection in Natural Images using a Causal Multiscale Random Field
Sanjiv Kumar and Martial Hebert
in proc. IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2003, pp. 119-126.
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- Probabilistic Classification of Image Regions using an Observation-Constrained Generative Approach
Sanjiv Kumar, Alex C. Loui, and Martial Hebert
ECCV Workshop on Generative Models based Vision (GMBV), 2002, pp. 91 - 99.
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