Research Interests:
My research interests are computer vision, image processing, and machine learning. Within these areas I focus on:- Automatic extraction and recognition of objects in a scene
- Event recognition
- Illumination insensitive recognition of objects with different materials properties such as matte, specular, transparent and their combinations
- Photometric image matching
- 3D recovery/modeling and image based rendering
Courses:
Fall 2008-2009
Lab in Computer Vision 203.4720Introduction to Computer Science 203.1110
Spring 2008
Introduction to Machine Learning 203.4770Lab in Computer Vision 203.4720
Fall 2007
Introduction to Computer Science 203.1110Spring 2007
Introduction to Computer Science 203.1110Lab in Computer Vision 203.4720
Fall 2006
Introduction to Machine Learning 203.4770Spring 2006
Lab in Computer Vision 203.4720Publications:
Refereed Journal Publications:
- M. Osadchy, D.W. Jacobs, R. Ramamoorthi, D. Tucker, Using Specularities in Comparing 3D Models and 2D Images, CVIU, Vol. 111(3), 2008, pp. 275-294.
- M. Osadchy, M. Lindenbaum, D.W. Jacobs, Surface Dependent Representations for Illumination Insensitive Image Comparison, IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 29(1), 2007, pp. 98-111.
- M. Osadchy, Y. LeCun, M. Miller, Synergistic Face Detection and Pose Estimation with Energy-Based Models, Journal of Machine Learning Research, Volume 8, 2007, pp.1197 – 1215.
- M. Osadchy and D. Keren, Efficient Detection under Varying Illumination Conditions and Image Plane Rotations, Computer Vision and Image Understanding, Volume 93, Issue 3, March 2004, pp. 245-259.
- M. Osadchy and D. Keren, A Rejection-Based Method for Event Detection in Video, IEEE Trans. on circuits and systems for video technology, Volume 14, Issue 4, April 2004, pp. 534-541.
- D. Keren M. Osadchy and C. Gotsman, Anti-Faces: A novel, fast method for image detection, IEEE Transactions on Pattern Analysis and Machine Intelligence, No. 7, July 2001, pp. 747-761.
- D. Keren and M. Osadchy, Restoring subsampled color images, Machine Vision and Applications, Vol. 11, issue 4, 1999, pp.197-202.
Conference Proceedings:
- M. Osadchy, E. Morash, Loose shape model for discriminative learning of object categories, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR),2008.
- M. Osadchy, D. Keren, Incorporating the Boltzmann Prior in Object Detection Using SVM, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2006, pp. 2095-2101.
- M. Osadchy, D.W. Jacobs, M. Lindenbaum, On the Equivalence of Common Approaches to Lighting Insensitive Recognition, to appear in IEEE International Conference on Computer Vision (ICCV) 2005.
- M. Osadchy, M.L. Miller, Y. LeCun, Synergistic Face Detection and Pose Estimation with Energy Based Models, Advances in Neural Information Processing Systems (NIPS) 2004.
- M. Osadchy, M. Lindenbaum and D.W. Jacobs, Whitening for photometric comparison of smooth surfaces, Proc. of European Conference on Computer Vision (ECCV), 2004.
- M. Osadchy, D.W. Jacobs and R. Ramamoorthi, Using specularities for recognition, IEEE International Conference on Computer Vision (ICCV), 2003, pp. 1512-1519.
- M. Osadchy, D. Keren and Y. Gal, Anti-Sequences: Event detection by frame stacking, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2001, (II: 46-51).
- M. Osadchy and D. Keren, Image Detection under varying illumination and pose, IEEE International Conference on Computer Vision (ICCV), 2001, (II: 668-673).
- D. Keren, M.Osadchy and C. Gotsman, Anti-Faces for detection, Proc. of European Conference on Computer Vision (ECCV), June 2000.
Workshops:
- M. Osadchy, M.L. Miller, Y. LeCun, Synergistic Face Detection and Pose Estimation, Machine Learning Workshop, Snowbird, 2004.
- M. Osadchy, M. Lindenbaum and D.W. Jacobs, Whitening for photometric comparison of smooth surfaces, Int'l Workshop on Statistical and Computational Theories of Vision, 2003.
Patents:
- M.L. Miller, M.Osadchy, and Y. LeCun, Synergistic face detection and pose estimation with energy-based models, US Patent No. 7236615.
- M. Osadchy and D. Reisfeld, Method and apparatus for intracardially surveying conditions of a chamber of a heart, US patent No. 6385476.
- M. Osadchy and D. Reisfeld, Method and apparatus for mapping a chamber of a heart, US patent No. 6368285.
