Publications (35)
DFDL: Discriminative Feature-oriented Dictionary Learning for Histopathological Image Classification
Tiep H. Vu, Hojjat S. Mousavi, Vishal Monga +2
Robust Covariance Estimation under Imperfect Constraints using an Expected Likelihood Approach
Bosung Kang, Vishal Monga, Muralidhar Rangaswamy +1
An Algorithm Unrolling Approach to Deep Image Deblurring
Yuelong Li, Mohammad Tofighi, Vishal Monga +1
Learning Based Segmentation of CT Brain Images: Application to Post-Operative Hydrocephalic Scans
Venkateswararao Cherukuri, Peter Ssenyonga, Benjamin C. Warf +3
ICR: Iterative Convex Refinement for Sparse Signal Recovery Using Spike and Slab Priors
Hojjat S. Mousavi, Vishal Monga, Trac D. Tran
Discriminative Local Sparse Representations for Robust Face Recognition
Yi Chen, Umamahesh Srinivas, Thong T. Do +2
Robust Sonar ATR Through Bayesian Pose Corrected Sparse Classification
John McKay, Vishal Monga, Raghu G. Raj
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning
Tiep Huu Vu, Hojjat Seyed Mousavi, Vishal Monga +2
Twofold Video Hashing with Automatic Synchronization
Mu Li, Vishal Monga
Deep Network for Simultaneous Decomposition and Classification in UWB-SAR Imagery
Tiep Vu, Lam Nguyen, Tiantong Guo +1
Orthogonally Regularized Deep Networks For Image Super-resolution
Tiantong Guo, Hojjat S. Mousavi, Vishal Monga
Adaptive matching pursuit for sparse signal recovery
Tiep H. Vu, Hojjat S. Mousavi, Vishal Monga
Fast Stochastic Hierarchical Bayesian MAP for Tomographic Imaging
John McKay, Raghu G. Raj, Vishal Monga
Learning a low-rank shared dictionary for object classification
Tiep H. Vu, Vishal Monga
What's Mine is Yours: Pretrained CNNs for Limited Training Sonar ATR
John McKay, Isaac Gerg, Vishal Monga +1
Structured Dictionary Learning for Classification
Yuanming Suo, Minh Dao, Umamahesh Srinivas +2
Deep MR Image Super-Resolution Using Structural Priors
Venkateswararao Cherukuri, Tiantong Guo, Steven J. Schiff +1
Deep Image Super Resolution via Natural Image Priors
Hojjat S. Mousavi, Tiantong Guo, Vishal Monga
A Maximum A Posteriori Estimation Framework for Robust High Dynamic Range Video Synthesis
Yuelong Li, Chul Lee, Vishal Monga
Spatio-Spectral Radar Beampattern Design for Co-existence with Wireless Communication Systems
Bosung Kang, Omar Aldayel, Vishal Monga +1
Analysis-synthesis model learning with shared features: a new framework for histopathological image classification
Xuelu Li, Vishal Monga, U. K. Arvind Rao
Collaborative Sparse Priors for Infrared Image Multi-view ATR
Xuelu Li, Vishal Monga
Localized Dictionary design for Geometrically Robust Sonar ATR
John McKay, Vishal Monga, Raghu Raj
Sparsity-based Color Image Super Resolution via Exploiting Cross Channel Constraints
Hojjat S. Mousavi, Vishal Monga
Deep Algorithm Unrolling for Blind Image Deblurring
Yuelong Li, Mohammad Tofighi, Junyi Geng +2
Deep Networks with Shape Priors for Nucleus Detection
Mohammad Tofighi, Tiantong Guo, Jairam K. P. Vanamala +1
Transmit MIMO Radar Beampattern Design Via Optimization on the Complex Circle Manifol
Khaled Alhujaili, Vishal Monga, Muralidhar Rangaswamy
Blind Image Deblurring Using Row-Column Sparse Representations
Mohammad Tofighi, Yuelong Li, Vishal Monga
Discriminative Sparsity for Sonar ATR
John McKay, Raghu Raj, Vishal Monga +1
Reliable Communications with Asymmetric Codebooks: An Information Theoretic Analysis of Robust Signal Hashing
Yucel Altug, M. Kivanc Mihcak, Onur Ozyesil +1
Bridging the Gap: Simultaneous Fine Tuning for Data Re-Balancing
John McKay, Isaac Gerg, Vishal Monga
Fast Low-rank Shared Dictionary Learning for Image Classification
Tiep Vu, Vishal Monga
Classifying Multi-channel UWB SAR Imagery via Tensor Sparsity Learning Techniques
Tiep Vu, Lam Nguyen, Vishal Monga
Multi-task Image Classification via Collaborative, Hierarchical Spike-and-Slab Priors
Hojjat Seyed Mousavi, Umamahesh Srinivas, Vishal Monga +3
Prior Information Guided Regularized Deep Learning for Cell Nucleus Detection
Mohammad Tofighi, Tiantong Guo, Jairam K. P. Vanamala +1