Vishal Monga
Professor of Electrical Engineering and Computer Science

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103 Electrical Engineering East
University Park, PA - vum4@psu.edu
- 814-863-1267
Huck Affiliations
Links
Publication Tags
Sonar Learning Image Classification Deep Learning Synthetic Aperture Sonar Neural Networks Glossaries Image Resolution Deep Neural Networks Synthetic Aperture Radar Blood Vessels Signal Processing Segmentation Image Segmentation Image Processing Experiments Method Network Architecture Imaging Techniques Scattering Sonar Imagery Automatic Target Recognition Radar Imagery Convolutional Neural NetworksMost 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
Enhancing Dynamic Resilience of Networked Microgrids with a High Penetration of Power-Electronic-Interfaced DERs
Hang Jing, Junho Kweon, Yan Li, Vishal Monga, 2022,
Iterative, Deep Synthetic Aperture Sonar Image Segmentation
Yung Chen Sun, Isaac D. Gerg, Vishal Monga, 2022, IEEE Transactions on Geoscience and Remote Sensing
Preoperative risk and postoperative outcome from subdural fluid collections in African infants with postinfectious hydrocephalus
Jessica R. Lane, Paddy Ssentongo, Mallory R. Peterson, Joshua R. Harper, Edith Mbabazi-Kabachelor, John Mugamba, Peter Ssenyonga, Justin Onen, Ruth Donnelly, Jody Levenbach, Venkateswararao Cherukuri, Vishal Monga, Abhaya V. Kulkarni, Benjamin C. Warf, Steven J. Schiff, 2022, Journal of Neurosurgery: Pediatrics on p. 31-39
Synthetic Aperture Sonar Image Segmentation Using Adaptive, Learned Beam Steering
Isaac D. Gerg, Vishal Monga, 2022, on p. 983-986
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
Structural Prior Driven Regularized Deep Learning for Sonar Image Classification
Isaac D. Gerg, Vishal Monga, 2022, IEEE Transactions on Geoscience and Remote Sensing
STRUCTURAL PRIOR MODELS FOR 3-D DEEP VESSEL SEGMENTATION
Xuelu Li, Raja Bala, Vishal Monga, 2022, on p. 1231-1235
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
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
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
Deep Wavelet Prediction for Image Super-Resolution
Tiantong Guo, Hojjat Seyed Mousavi, Tiep Huu Vu, Vishal Monga, 2017, on p. 1100-1109
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
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
Simultaneous sparsity model for histopathological image representation and classification
Umamahesh Srinivas, Hojjat Seyed Mousavi, Vishal Monga, Arthur Hattel, Bhushan M. Jayarao, 2014, IEEE Transactions on Medical Imaging on p. 1163-1179