Vishal Monga

Professor of Electrical Engineering and Computer Science

Vishal Monga

Huck Affiliations

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Sonar Learning Image Classification Deep Learning Synthetic Aperture Sonar Neural Networks Glossaries Deep Neural Networks Image Resolution Synthetic Aperture Radar Image Segmentation Image Processing Segmentation Signal Processing Network Architecture Scattering Sonar Imagery Imaging Techniques Automatic Target Recognition Radar Imagery Convolutional Neural Networks Seafloor Neuropsychological Tests Range Imaging

Most Recent Publications

Structural Prior Driven Regularized Deep Learning for Sonar Image Classification

Vishal Monga, Isaac Gerg, IEEE Transactions on Geoscience and Remote Sensing

Classifying Multichannel UWB SAR Imagery via Tensor Sparsity Learning Techniques

Tiep Vu, Lam Nguyen, Vishal Monga, IRE Transactions on Aerospace and Navigational Electronics on p. 14

Infection diagnosis in hydrocephalus CT images: a domain enriched attention learning approach

Mingzhao Yu, Mallory R. Peterson, Venkateswararao Cherukuri, Christine Hehnly, Edith Mbabazi-Kabachelor, Ronnie Mulondo, Brian Nsubuga Kaaya, James R. Broach, Steven Schiff, Vishal Monga, 2023, Journal of Neural Engineering

Deep Multi-Look Sequence Processing for Synthetic Aperture Sonar Image Segmentation

Isaac D. Gerg, Vishal Monga, 2023, IEEE Transactions on Geoscience and Remote Sensing

Applications of a regularized deep network micro-CT image auto-segmentation approach to morphological data

Vishal Monga, Sharon Kuo, Lily Demars, Amirsaeed Yazdani, Venkateswararao Cherukuri, Yung-Chen Sun, Antony Colombo, Nick Stephens, Timothy Ryan, 2022, AMERICAN JOURNAL OF BIOLOGICAL ANTHROPOLOGY on p. 2

Structural Prior Driven Regularized Deep Learning for Sonar Image Classification

Isaac D. Gerg, Vishal Monga, 2022, IEEE Transactions on Geoscience and Remote Sensing

Enhancing Dynamic Resilience of Networked Microgrids with a High Penetration of Power-Electronic-Interfaced DERs

Hang Jing, Junho Kweon, Yan Li, Vishal Monga, 2022, IEEE PES General Meeting on p. 1-5

Domain Enriched Deep Networks for Munition Detection in Underwater 3D Sonar Imagery

Trung Hoang, Kyle S. Dalton, Isaac D. Gerg, Thomas E. Blanford, Daniel C. Brown, Vishal Monga, 2022, on p. 815-818

Robust Deep 3D Blood Vessel Segmentation Using Structural Priors

Xuelu Li, Raja Bala, Vishal Monga, 2022, IEEE Transactions on Image Processing on p. 1271-1284

Synthetic Aperture Sonar Image Segmentation Using Adaptive, Learned Beam Steering

Isaac D. Gerg, Vishal Monga, 2022, on p. 983-986

Most-Cited Papers

NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results

Radu Timofte, Eirikur Agustsson, Luc Van Gool, Ming Hsuan Yang, Lei Zhang, Bee Lim, Sanghyun Son, Heewon Kim, Seungjun Nah, Kyoung Mu Lee, Xintao Wang, Yapeng Tian, Ke Yu, Yulun Zhang, Shixiang Wu, Chao Dong, Liang Lin, Yu Qiao, Chen Change Loy, Woong Bae, Jaejun Yoo, Yoseob Han, Jong Chul Ye, Jae Seok Choi, Munchurl Kim, Yuchen Fan, Jiahui Yu, Wei Han, Ding Liu, Haichao Yu, Zhangyang Wang, Honghui Shi, Xinchao Wang, Thomas S. Huang, Yunjin Chen, Kai Zhang, Wangmeng Zuo, Zhimin Tang, Linkai Luo, Shaohui Li, Min Fu, Lei Cao, Wen Heng, Giang Bui, Truc Le, Ye Duan, Dacheng Tao, Ruxin Wang, Xu Lin, Jianxin Pang, Jinchang Xu, Yu Zhao, Xiangyu Xu, Jinshan Pan, Deqing Sun, Yujin Zhang, Xibin Song, Yuchao Dai, Xueying Qin, Xuan Phung Huynh, Tiantong Guo, Hojjat Seyed Mousavi, Tiep Huu Vu, Vishal Monga, Cristovao Cruz, Karen Egiazarian, Vladimir Katkovnik, Rakesh Mehta, Arnav Kumar Jain, Abhinav Agarwalla, Ch V.Sai Praveen, Ruofan Zhou, Hongdiao Wen, Che Zhu, Zhiqiang Xia, Zhengtao Wang, Qi Guo, 2017, on p. 1110-1121

Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing

Vishal Monga, Yuelong Li, Yonina C. Eldar, 2021, IEEE Audio and Electroacoustics Newsletter on p. 18-44

Deep Wavelet Prediction for Image Super-Resolution

Tiantong Guo, Hojjat Seyed Mousavi, Tiep Huu Vu, Vishal Monga, 2017, on p. 1100-1109

SAR automatic target recognition using discriminative graphical models

Umamahesh Srinivas, Vishal Monga, Raghu G. Raj, 2014, IRE Transactions on Aerospace and Navigational Electronics on p. 591-606

Histopathological Image Classification Using Discriminative Feature-Oriented Dictionary Learning

Tiep Huu Vu, Hojjat Seyed Mousavi, Vishal Monga, Ganesh Rao, U. K.Arvind Rao, 2016, IEEE Transactions on Medical Imaging on p. 738-751

Fast low-rank shared dictionary learning for image classification

Tiep Huu Vu, Vishal Monga, 2017, IEEE Transactions on Image Processing on p. 5160-5175

Adaptive sparse representations for video anomaly detection

Xuan Mo, Vishal Monga, Raja Bala, Zhigang Fan, 2014, IEEE Transactions on Circuits and Systems for Video Technology on p. 631-645

Ghost-free high dynamic range imaging via rank minimization

Chul Lee, Yuelong Li, Vishal Monga, 2014, IEEE Signal Processing Letters on p. 1045-1049

Endoscopic Treatment versus Shunting for Infant Hydrocephalus in Uganda

Abhaya V. Kulkarni, Steven J. Schiff, Edith Mbabazi-Kabachelor, John Mugamba, Peter Ssenyonga, Ruth Donnelly, Jody Levenbach, Vishal Monga, Mallory Peterson, Michael MacDonald, Venkateswararao Cherukuri, Benjamin C. Warf, 2017, New England Journal of Medicine on p. 2456-2464

Successive QCQP Refinement for MIMO Radar Waveform Design under Practical Constraints

Omar Aldayel, Vishal Monga, Omar Aldayel, Muralidhar Rangaswamy, 2016, IRE Transactions on Audio on p. 3760-3774