Video Analytics
V. Saligrama, Z. Chen, Video Anomaly Detection Based on Local Statistical Aggregates, CVPR 2012
E. Ermis, P. Jodoin, V. Saligrama, “Activity Based Matching in Multi-Camera Networks,’’ IEEE Trans. on Image Processing, 2595 – 2613, Oct. 2010.
V. Saligrama, J. Konrad, V. Saligrama, “Video Anomaly Identification,’’ IEEE Signal Processing Magazine, pages: 18-33, Sept. 2010.
Y. Benezeth, P. Jodoin, V. Saligrama, “Abnormality Detection Using Low-Level Co-occurring Events,’’ Pattern Recognition Letters, Feb. 2011
P. M. Jodoin et. al., Behavior Subtraction, IEEE Transactions on Image Processing, to appear.
J. McHugh, J. Konrad, V. Saligrama, and P.-M. Jodoin, “Foreground-adaptive background subtraction,” IEEE Signal Process. Lett., pages 390-393, Sep. 2009.
Jodoin P-M, Saligrama V. Konrad J., Implicit Active-Contouring with MRF, International Conference on Image Analysis and Recognition (ICIAR), 2009
Y. Benezeth, P. M. Jodoin, and V. Saligrama, and C. Rosenberger, “Abnormal Events Detection Based on Spatio-Temporal Co-occurences,” CVPR, Jun. 2009
E. Ermis, P. Clarot, P. M. Jodoin, and V. Saligrama, “Unsupervised Camera Network Structure Estimation Based on Activity,” in ICDSC 2009
Jodoin P-M, Konrad J. and Saligrama V. Modeling Background Activity for Surveillance Applications, IEEE International Conference on Distributed Smart Cameras 2008 (pdf)
Baki E., Saligrama S., Jodoin P-M, Konrad J., Abnormal Behavior Detection and Behavior Matching for Networked Cameras, IEEE International Conference on Distributed Smart Cameras 2008 (pdf)
Baki E., Saligrama S., Jodoin P-M, Konrad J., Motion Segmentation and Abnormal Behavior Detection via Behavior Clustering, IEEE International Conference on Image Processing, 2008. (pdf)
Jodoin P-M, Konrad J., Saligrama V. and Gaboury V., Motion Detection with an Unstable Camera, IEEE International Conference on Image Processing, 2008. (pdf)
McHugh M., Konrad J., Saligrama V., Jodoin P-M, and Castanon D., Motion Detection with False Discovery Rate Control, IEEE International Conference on Image Processing, 2008. (pdf)
Jodoin P-M, Saligrama V. and Konrad J., Behavior Subtraction, Visual Communications and Image Processing, 2008 (pdf)
Machine Learning
V. Saligrama, M. Zhao, Local Anomaly Detection, AISTATS 2012
J. Qian, V. Saligrama, M. Zhao, Graph Construction for Learning with Unbalanced Data, Preprint 2011
J. Wang, V. Saligrama, D. Castanon, Structural Similarity and Distance in Learning, Allerton 2011
B. Orten, P. Ishwar, W. Karl, V. Saligrama, Sensing Structure in Learning-Based Binary Classification of High-Dimensional Data: Opportunities and Perils, Allerton 2011
B. Orten et. al., Sensing-aware classification with high-dimensional data, ICASSP 2011
K. Trapeznikov, V. Saligrama, D. Castanon, “Active Boosted Learning,” AISTATS 2011
P. Jones, V. Saligrama, S. Mitter, Probabilistic Belief Revision with Structural Constraints, NIPS 2010
P. Jones, S. Mitter, V. Saligrama, “Revision of Marginal Probability Assessments,” Fusion 2010, Edinburgh, UK
M. Zhao, V. Saligrama, “Anomaly Detection with Score Functions on K Nearest Neighbor Graphs,’’ NIPS 2009, (Spotlight Presentation)
Sparse Signal Processing
C. L. Chan, S. Jaggi, V. Saligrama, S. Agnihotri, Non-Adaptive Group Testing: Explicit Bounds and Algorithms, ISIT 2012
C. L. Park et. al., Non-adaptive probabilistic group testing with noisy measurements: Near-optimal bounds with efficient algorithms, Allerton 2011
G. Atia, V. Saligrama, A Mutual Information Characterization of Sparse Signal Processing, Allerton UIUC 2011
J. Wang, V. Saligrama, D. Castanon, “Markov and Hidden Markov Model Group Testing,” Allerton UIUC 2010
D. Motamedvaziri, V. Saligrama, D. Castanon, “Decentralized Compressive Sensing,” Allerton UIUC 2010
S. Aeron, S. Bose, H. P. Valero, V. Saligrama, Broadband Dispersion Extraction Using Simultaneous Sparse Penalization, IEEE Transactions on Signal Processing, Sept. 2011
M. Zhao, V. Saligrama, “ Noisy Filtered Processes: Reconstruction and Compression,” IEEE Conference on Decision and Control, Atlanta, Dec. 2010
M. Zhao, V. Saligrama, “Compressed Blind Deconvolution,’’ ICASSP 2010
M. Cheraghchi, A. Karbasi, S. Mohajer, V. Saligrama, “Graph Constrained Group Testing,’’ ISIT. 2010.
S. Aeron, S. Bose, H.P. Valero, V. Saligrama, “ Sparsity Penalized Reconstruction Framework for Broadband Dispersion Extraction,’’ pages: 2638 – 2641, ICASSP 2010
V. Saligrama, Deterministic Designs with Deterministic Guarantees: Toeplitz Compressed Sensing Matrices, Sequence Designs and System Identification, Submitted to IEEE Transactions on Information Theory.
S. Aeron, V. Saligrama, M. Zhao, “Information Theoretic Analysis for Compressed Sensing,’’ IEEE Trans. on Information Theory, pages: 5111 – 5130, Oct. 2010
E. Ermis, V. Saligrama, “Distributed Detection for Multi-Modal Limited Range Sensors,’’ IEEE Transactions on Signal Processing, pages 843-858, Jan 2010
G. Atia, V. Saligrama, “Boolean Compressed Sensing and Noisy Group Testing,’’ Submitted to IEEE Trans. on Information Theory, (Revised 2010)
V. Saligrama, M. Zhao, “Thresholded Basis Pursuit: A Linear Programming Approach to Optimal Support Recovery of Compressed Sparse Signals,’’ IEEE Transactions on Information Theory, March 2011
M. Cheraghchi, A. Karbasi, S. Mohajer, V. Saligrama, “Graph Constrained Group Testing,’’ IEEE Trans. on Information Theory, to appear
