Sparsity-based face recognition using discriminative graphical models. - Umamahesh Srinivas; Vishal Monga; Yi Chen 014; Trac D. Tran (ACSCC, 2011)

Scalable robust hypothesis tests using graphical models. - Divyanshu Vats; Vishal Monga; Umamahesh Srinivas; José M. F. Moura (ICASSP, 2011)

Automatic target recognition using discriminative graphical models. - Umamahesh Srinivas; Vishal Monga; Raghu G. Raj (ICIP, 2011)

Image-adaptive Color Super-resolution. - Umamahesh Srinivas; Xuan Mo; Manu Parmar; Vishal Monga (CIC, 2011)

Discriminative Local Sparse Representations for Robust Face Recognition - Yi Chen 014; Umamahesh Srinivas; Thong T. Do; Vishal Monga; Trac D. Tran (CoRR, 2011)

Discriminative graphical models for sparsity-based hyperspectral target detection. - Umamahesh Srinivas; Yi Chen 014; Vishal Monga; Nasser M. Nasrabadi; Trac D. Tran (IGARSS, 2012)

Graph-based multi-sensor fusion for acoustic signal classification. - Umamahesh Srinivas; Nasser M. Nasrabadi; Vishal Monga (ICASSP, 2013)

Hierarchical sparse modeling using Spike and Slab priors. - Yuanming Suo; Minh Dao; Trac D. Tran; Umamahesh Srinivas; Vishal Monga (ICASSP, 2013)

SHIRC: A simultaneous sparsity model for histopathological image representation and classification. - Umamahesh Srinivas; Hojjat Seyed Mousavi; Charles Jeon; Vishal Monga; Arthur Hattel; Bhushan Jayarao (ISBI, 2013)

Exploiting Sparsity in Hyperspectral Image Classification via Graphical Models. - Umamahesh Srinivas; Yi Chen 014; Vishal Monga; Nasser M. Nasrabadi; Trac D. Tran (IEEE Geosci. Remote. Sens. Lett., 2013)

Multi-task image classification via collaborative, hierarchical spike-and-slab priors. - Hojjat Seyed Mousavi; Umamahesh Srinivas; Vishal Monga; Yuanming Suo; Minh Dao; Trac D. Tran (ICIP, 2014)

Group structured dirty dictionary learning for classification. - Yuanming Suo; Minh Dao; Trac D. Tran; Hojjat Seyed Mousavi; Umamahesh Srinivas; Vishal Monga (ICIP, 2014)

Structured Dictionary Learning for Classification. - Yuanming Suo; Minh Dao; Umamahesh Srinivas; Vishal Monga; Trac D. Tran (CoRR, 2014)

SAR Automatic Target Recognition Using Discriminative Graphical Models. - Umamahesh Srinivas; Vishal Monga; Raghu G. Raj (IEEE Trans. Aerosp. Electron. Syst., 2014)

Simultaneous Sparsity Model for Histopathological Image Representation and Classification. - Umamahesh Srinivas; Hojjat Seyed Mousavi; Vishal Monga; Arthur Hattel; Bhushan Jayarao (IEEE Trans. Medical Imaging, 2014)

Graph-Based Sensor Fusion for Classification of Transient Acoustic Signals. - Umamahesh Srinivas; Nasser M. Nasrabadi; Vishal Monga (IEEE Trans. Cybern., 2015)

Structured Sparse Priors for Image Classification. - Umamahesh Srinivas; Yuanming Suo; Minh Dao; Vishal Monga; Trac D. Tran (IEEE Trans. Image Process., 2015)

Discriminative models for robust image classification. - Umamahesh Srinivas (CoRR, 2016)

Sparsity Constrained Estimation in Image Processing and Computer Vision. - Vishal Monga; Hojjat Seyed Mousavi; Umamahesh Srinivas (Handbook of Convex Optimization Methods in Imaging Science, 2017)