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Computer Science

D-Index
43
Citations
9683
World Ranking
7870
National Ranking
3402

Overview

Vishal Monga is affiliated with Pennsylvania State University in the United States. Their research spans multiple fields, primarily within engineering, medicine, and computer science. The scientist's work covers various subfields including computer vision and pattern recognition, radiology, nuclear medicine and imaging, aerospace engineering, pediatrics, perinatology and child health, and oceanography.

The main topics of their research include fetal and pediatric neurological disorders, underwater acoustics research, cerebrospinal fluid and hydrocephalus, advanced synthetic aperture radar (SAR) imaging techniques, advanced image processing techniques, domain adaptation and few-shot learning, and image processing techniques and applications.

Several recent papers illustrate their research interests and contributions. Notable publications include:

  • "Efficient and Interpretable Deep Blind Image Deblurring Via Algorithm Unrolling" (2020), published in IEEE Transactions on Computational Imaging
  • "MIMO Radar Waveform Design in the Presence of Multiple Targets and Practical Constraints" (2020), published in IEEE Transactions on Signal Processing
  • "Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing" (2021), published in IEEE Signal Processing Magazine
  • "Spectrally Compatible MIMO Radar Beampattern Design Under Constant Modulus Constraints" (2020), published in IEEE Transactions on Aerospace and Electronic Systems
  • "Deep Scattering Network With Fractional Wavelet Transform" (2021), published in IEEE Transactions on Signal Processing

Frequent collaborators include Steven J. Schiff, Isaac D. Gerg, Mallory Peterson, Abhaya V. Kulkarni, and Edith Mbabazi-Kabachelor, reflecting a pattern of repeated joint research efforts.

The scientist's publications are often found in venues such as arXiv (Cornell University), bioRxiv (Cold Spring Harbor Laboratory), IEEE Transactions on Geoscience and Remote Sensing, IEEE Transactions on Aerospace and Electronic Systems, and Journal of Neurosurgery Pediatrics.

Best Publications

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

    Radu Timofte;Eirikur Agustsson;Luc Van Gool;Ming-Hsuan Yang

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

    Vishal Monga;Yuelong Li;Yonina C. Eldar

  • Perceptual Image Hashing Via Feature Points: Performance Evaluation and Tradeoffs

    V. Monga;B.L. Evans

  • Robust and Secure Image Hashing via Non-Negative Matrix Factorizations

    V. Monga;M.K. Mhcak

  • Deep Wavelet Prediction for Image Super-Resolution

    Tiantong Guo;Hojjat Seyed Mousavi;Tiep Huu Vu;Vishal Monga

  • Fast Low-Rank Shared Dictionary Learning for Image Classification

    Tiep Huu Vu;Vishal Monga

  • SAR Automatic Target Recognition Using Discriminative Graphical Models

    Umamahesh Srinivas;Vishal Monga;Raghu G. Raj

  • Histopathological Image Classification Using Discriminative Feature-Oriented Dictionary Learning

    Tiep Huu Vu;Hojjat Seyed Mousavi;Vishal Monga;Ganesh Rao

  • Efficient and Interpretable Deep Blind Image Deblurring Via Algorithm Unrolling

    Yuelong Li;Mohammad Tofighi;Junyi Geng;Vishal Monga

  • Automatic target recognition using discriminative graphical models

    Umamahesh Srinivas;Vishal Monga;Raghu G. Raj

  • A clustering based approach to perceptual image hashing

    Vishal Monga;A. Banerjee;B.L. Evans

  • Adaptive Sparse Representations for Video Anomaly Detection

    Xuan Mo;Vishal Monga;Raja Bala;Zhigang Fan

  • Transmit MIMO Radar Beampattern Design via Optimization on the Complex Circle Manifold

    Khaled Alhujaili;Vishal Monga;Muralidhar Rangaswamy

  • Ghost-Free High Dynamic Range Imaging via Rank Minimization

    Chul Lee;Yuelong Li;Vishal Monga

  • Successive QCQP Refinement for MIMO Radar Waveform Design Under Practical Constraints

    Omar Aldayel;Vishal Monga;Muralidhar Rangaswamy

  • MIMO Radar Waveform Design in the Presence of Multiple Targets and Practical Constraints

    Xianxiang Yu;Khaled Alhujaili;Guolong Cui;Vishal Monga

  • Robust perceptual image hashing using feature points

    V. Monga;B.L. Evans

  • Simultaneous Sparsity Model for Histopathological Image Representation and Classification

    Umamahesh Srinivas;Hojjat Seyed Mousavi;Vishal Monga;Arthur Hattel

  • Rank-Constrained Maximum Likelihood Estimation of Structured Covariance Matrices

    Bosung Kang;Vishal Monga;Muralidhar Rangaswamy

  • Tractable Transmit MIMO Beampattern Design Under a Constant Modulus Constraint

    Omar Aldayel;Vishal Monga;Muralidhar Rangaswamy

  • NTIRE 2020 challenge on nonhomogeneous dehazing

    Codruta O. Ancuti;Cosmin Ancuti;Florin-Alexandru Vasluianu;Radu Timofte

  • Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning

    Tiep Huu Vu;Hojjat Seyed Mousavi;Vishal Monga;Arvind Uk Rao

Frequent Co-Authors

Muralidhar Rangaswamy
Muralidhar Rangaswamy United States Air Force Research Laboratory
Steven J. Schiff
Steven J. Schiff Yale University
Trac D. Tran
Trac D. Tran Johns Hopkins University
Brian L. Evans
Brian L. Evans The University of Texas at Austin
Gaurav Sharma
Gaurav Sharma University of Rochester
Yonina C. Eldar
Yonina C. Eldar Weizmann Institute of Science
Radu Timofte
Radu Timofte University of Wurzburg
Nasser M. Nasrabadi
Nasser M. Nasrabadi West Virginia University
Guolong Cui
Guolong Cui University of Electronic Science and Technology of China
Munchurl Kim
Munchurl Kim Korea Advanced Institute of Science and Technology

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