Vishal Monga

Professor of Electrical Engineering and Computer Science

Vishal Monga

Huck Affiliations

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Publication Tags

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Learning Neural Networks Glossaries Image Resolution Synthetic Aperture Radar Image Classification Image Processing Deep Neural Networks Signal Processing Deep Learning Synthetic Aperture Radar Images Target Recognition Radar Convolutional Neural Networks Waveform Design Interdisciplinary Placement Neuropsychological Tests Imaging Techniques Quadratic Program Therapeutics Child Development Multiple Input Multiple Output Radar Ultra Wideband (Uwb) Ventriculoperitoneal Shunt Anomaly Detection

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

Editorial for Special Issue on Emerging Wireless Sensing Technologies for Smart Environments

Yan Chen, Vishal Monga, Chenshu Wu, Mojtaba Soltanalian, Dongheng Zhang, Daqing Zhang, 2024, APSIPA Transactions on Signal and Information Processing

Deep Adaptive Phase Learning: Enhancing Synthetic Aperture Sonar Imagery Through Learned Coherent Autofocus

Isaac D. Gerg, Daniel A. Cook, Vishal Monga, 2024, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing on p. 9517-9532

FAST AND PHYSICALLY ENRICHED DEEP NETWORK FOR JOINT LOW-LIGHT ENHANCEMENT AND IMAGE DEBLURRING

Trung Hoang, Jon McElvain, Vishal Monga, 2024, on p. 3115-3119

Convex optimization for cognitive radar

Bosung Kang, Khaled AlHujaili, Muralidhar Rangaswamy, Vishal Monga, 2024, on p. 125-166

Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution

Yanan Zhao, Yuelong Li, Haichuan Zhang, Vishal Monga, Yonina C. Eldar, 2024, IEEE Transactions on Computational Imaging on p. 574-588

Small-signal stability enhancement of islanded microgrids via domain-enriched optimization

Junho Kweon, Hang Jing, Yan Li, Vishal Monga, 2023, Applied Energy

Maturity-Aware Active Learning for Semantic Segmentation with Hierarchically-Adaptive Sample Assessment

Amirsaeed Yazdani, Xuelu Li, Vishal Monga, 2023, The 34th British Machine Vision Conference

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 J. Schiff, Vishal Monga, 2023, Journal of Neural Engineering

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

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

Ghost-free high dynamic range imaging via rank minimization

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

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