Vishal Monga

Orcid: 0000-0002-5100-2263

According to our database1, Vishal Monga authored at least 177 papers between 2003 and 2024.

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Bibliography

2024
Deep, Convergent, Unrolled Half-Quadratic Splitting for Image Deconvolution.
IEEE Trans. Computational Imaging, 2024

2023
Resonant Scattering-Inspired Deep Networks for Munition Detection in 3D Sonar Imagery.
IEEE Trans. Geosci. Remote. Sens., 2023

Deep Multi-Look Sequence Processing for Synthetic Aperture Sonar Image Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2023

A Convergent Neural Network for Non-Blind Image Deblurring.
Proceedings of the IEEE International Conference on Image Processing, 2023

Interpretable, Unrolled Deep Radar Beampattern Design.
Proceedings of the IEEE International Conference on Acoustics, 2023

TransER: Hybrid Model and Ensemble-based Sequential Learning for Non-homogenous Dehazing.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023



Maturity-Aware Active Learning for Semantic Segmentation with Hierarchically-Adaptive Sample Assessment.
Proceedings of the 34th British Machine Vision Conference 2023, 2023

2022
Robust Deep 3D Blood Vessel Segmentation Using Structural Priors.
IEEE Trans. Image Process., 2022

Iterative, Deep Synthetic Aperture Sonar Image Segmentation.
IEEE Trans. Geosci. Remote. Sens., 2022

Structural Prior Driven Regularized Deep Learning for Sonar Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2022

Surface Defect Detection and Evaluation for Marine Vessels using Multi-Stage Deep Learning.
CoRR, 2022

Domain Enriched Deep Networks for Munition Detection in Underwater 3D Sonar Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Synthetic Aperture Sonar Image Segmentation Using Adaptive, Learned Beam Steering.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Structural Prior Models for 3-D Deep Vessel Segmentation.
Proceedings of the IEEE International Conference on Acoustics, 2022

Investigating Useful Features for Overall Survival Prediction in Patients with Low-Grade Glioma Using Histology Slides.
Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022

GlideNet: Global, Local and Intrinsic based Dense Embedding NETwork for Multi-category Attributes Prediction.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

2021
Deep Scattering Network With Fractional Wavelet Transform.
IEEE Trans. Signal Process., 2021

Simultaneous Denoising and Localization Network for Photoacoustic Target Localization.
IEEE Trans. Medical Imaging, 2021

Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing.
IEEE Signal Process. Mag., 2021

CAR - Cityscapes Attributes Recognition A Multi-category Attributes Dataset for Autonomous Vehicles.
CoRR, 2021

Deep Algorithm Unrolling for Biomedical Imaging.
CoRR, 2021

Iterative, Deep, and Unsupervised Synthetic Aperture Sonar Image Segmentation.
CoRR, 2021

Real-Time, Deep Synthetic Aperture Sonar (SAS) Autofocus.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Physically Inspired Dense Fusion Networks for Relighting.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

2020
MIMO Radar Waveform Design in the Presence of Multiple Targets and Practical Constraints.
IEEE Trans. Signal Process., 2020

Deep MR Brain Image Super-Resolution Using Spatio-Structural Priors.
IEEE Trans. Image Process., 2020

Deep Retinal Image Segmentation With Regularization Under Geometric Priors.
IEEE Trans. Image Process., 2020

Multiview Automatic Target Recognition for Infrared Imagery Using Collaborative Sparse Priors.
IEEE Trans. Geosci. Remote. Sens., 2020

Efficient and Interpretable Deep Blind Image Deblurring Via Algorithm Unrolling.
IEEE Trans. Computational Imaging, 2020

Analysis-Synthesis Learning With Shared Features: Algorithms for Histology Image Classification.
IEEE Trans. Biomed. Eng., 2020

Spectrally Compatible MIMO Radar Beampattern Design Under Constant Modulus Constraints.
IEEE Trans. Aerosp. Electron. Syst., 2020

Quartic Gradient Descent for Tractable Radar Slow-Time Ambiguity Function Shaping.
IEEE Trans. Aerosp. Electron. Syst., 2020

Editorial: Introduction to the Issue on Domain Enriched Learning for Medical Imaging.
IEEE J. Sel. Top. Signal Process., 2020

Data Adaptive Image Enhancement and Classification for Synthetic Aperture Sonar.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Attention-Mask Dense Merger (Attendense) Deep HDR for Ghost Removal.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Reinforced Depth-Aware Deep Learning for Single Image Dehazing.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Ensemble Dehazing Networks for Non-homogeneous Haze.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

NonLocal Channel Attention for NonHomogeneous Image Dehazing.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020


Multi-Class Micro-CT Image Segmentation Using Sparse Regularized Deep Networks.
Proceedings of the 54th Asilomar Conference on Signals, Systems, and Computers, 2020

2019
Transmit MIMO Radar Beampattern Design via Optimization on the Complex Circle Manifold.
IEEE Trans. Signal Process., 2019

Prior Information Guided Regularized Deep Learning for Cell Nucleus Detection.
IEEE Trans. Medical Imaging, 2019

Robust Alignment for Panoramic Stitching Via an Exact Rank Constraint.
IEEE Trans. Image Process., 2019

Adaptive Transform Domain Image Super-Resolution via Orthogonally Regularized Deep Networks.
IEEE Trans. Image Process., 2019

Classifying Multichannel UWB SAR Imagery via Tensor Sparsity Learning Techniques.
IEEE Trans. Aerosp. Electron. Syst., 2019

Spatio-Spectral Radar Beampattern Design for Coexistence With Wireless Communication Systems.
IEEE Trans. Aerosp. Electron. Syst., 2019

Thresholded Non-Uniform Fourier Frame-Based Reconstruction for Stripmap SAR.
CoRR, 2019

An Algorithm Unrolling Approach to Deep Blind Image Deblurring.
CoRR, 2019

Multi-Scale Regularized Deep Network for Retinal Vessel Segmentation.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

An Algorithm Unrolling Approach to Deep Image Deblurring.
Proceedings of the IEEE International Conference on Acoustics, 2019


Dense Scene Information Estimation Network for Dehazing.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

Dense '123' Color Enhancement Dehazing Network.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019


Group Based Deep Shared Feature Learning for Fine-grained Image Classification.
Proceedings of the 30th British Machine Vision Conference 2019, 2019

Practically Constrained Waveform Design for MIMO Radar in the Presence of Multiple Targets.
Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

Domain-Enriched Deep Network for Micro-CT Image Segmentation.
Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

2018
Learning Based Segmentation of CT Brain Images: Application to Postoperative Hydrocephalic Scans.
IEEE Trans. Biomed. Eng., 2018

Blind Image Deblurring Using Row-Column Sparse Representations.
IEEE Signal Process. Lett., 2018

Classifying Multi-channel UWB SAR Imagery via Tensor Sparsity Learning Techniques.
CoRR, 2018

Deep Network for Simultaneous Decomposition and Classification in UWB-SAR Imagery.
CoRR, 2018

Analysis-synthesis model learning with shared features: A new framework for histopathological image classification.
Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018

Bridging The GAP: Simultaneous Fine Tuning for Data Re-Balancing.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Collaborative Sparse Priors for Infrared Image Multi-View ATR.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Deep Networks with Shape Priors for Nucleus Detection.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Deep Mr Image Super-Resolution Using Structural Priors.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Deep Image Super Resolution via Natural Image Priors.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Orthogonally Regularized Deep Networks for Image Super-Resolution.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

MIMO Radar Beampattern Design Under Joint Constant Modulus and Orthogonality Constraints.
Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017
Tractable Transmit MIMO Beampattern Design Under a Constant Modulus Constraint.
IEEE Trans. Signal Process., 2017

Fast Low-Rank Shared Dictionary Learning for Image Classification.
IEEE Trans. Image Process., 2017

Sparsity-Based Color Image Super Resolution via Exploiting Cross Channel Constraints.
IEEE Trans. Image Process., 2017

A Maximum a Posteriori Estimation Framework for Robust High Dynamic Range Video Synthesis.
IEEE Trans. Image Process., 2017

Robust Sonar ATR Through Bayesian Pose-Corrected Sparse Classification.
IEEE Trans. Geosci. Remote. Sens., 2017

Using Frame Theoretic Convolutional Gridding for Robust Synthetic Aperture Sonar Imaging.
CoRR, 2017

What's Mine is Yours: Pretrained CNNs for Limited Training Sonar ATR.
CoRR, 2017

Learning based image segmentation of post-operative CT-images: A hydrocephalus case study.
Proceedings of the 8th International IEEE/EMBS Conference on Neural Engineering, 2017

Adaptive matching pursuit for sparse signal recovery.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017


Deep Wavelet Prediction for Image Super-Resolution.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

Sparsity constrained estimation via spike and slab priors.
Proceedings of the 51st Annual Conference on Information Sciences and Systems, 2017

Fast stochastic hierarchical Bayesian map for tomographic imaging.
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

Adaptive sequential refinement: A tractable approach for ambiguity function shaping in cognitive radar.
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

Sparsity Constrained Estimation in Image Processing and Computer Vision.
Proceedings of the Handbook of Convex Optimization Methods in Imaging Science., 2017

Introduction.
Proceedings of the Handbook of Convex Optimization Methods in Imaging Science., 2017

2016
Successive QCQP Refinement for MIMO Radar Waveform Design Under Practical Constraints.
IEEE Trans. Signal Process., 2016

Histopathological Image Classification Using Discriminative Feature-Oriented Dictionary Learning.
IEEE Trans. Medical Imaging, 2016

Power-Constrained RGB-to-RGBW Conversion for Emissive Displays: Optimization-Based Approaches.
IEEE Trans. Circuits Syst. Video Technol., 2016

Expected likelihood approach for determining constraints in covariance estimation.
IEEE Trans. Aerosp. Electron. Syst., 2016

Discriminative Sparsity for Sonar ATR.
CoRR, 2016

Localized dictionary design for geometrically robust sonar ATR.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Learning a low-rank shared dictionary for object classification.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Sparsity based super resolution using color channel constraints.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

SIASM: Sparsity-based image alignment and stitching method for robust image mosaicking.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Deep learning based image super-resolution with coupled backpropagation.
Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

2015
Structured Sparse Priors for Image Classification.
IEEE Trans. Image Process., 2015

Twofold Video Hashing With Automatic Synchronization.
IEEE Trans. Inf. Forensics Secur., 2015

Graph-Based Sensor Fusion for Classification of Transient Acoustic Signals.
IEEE Trans. Cybern., 2015

Computationally efficient toeplitz approximation of structured covariance under a rank constraint.
IEEE Trans. Aerosp. Electron. Syst., 2015

Iterative Convex Refinement for Sparse Recovery.
IEEE Signal Process. Lett., 2015

ICR: Iterative Convex Refinement for Sparse Signal Recovery Using Spike and Slab Priors.
CoRR, 2015

DFDL: Discriminative feature-oriented dictionary learning for histopathological image classification.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

A map estimation framework for HDR video synthesis.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

SQR: Successive QCQP refinement for MIMO radar waveform design under practical constraints.
Proceedings of the 49th Asilomar Conference on Signals, Systems and Computers, 2015

2014
Simultaneous Sparsity Model for Histopathological Image Representation and Classification.
IEEE Trans. Medical Imaging, 2014

Adaptive Sparse Representations for Video Anomaly Detection.
IEEE Trans. Circuits Syst. Video Technol., 2014

SAR Automatic Target Recognition Using Discriminative Graphical Models.
IEEE Trans. Aerosp. Electron. Syst., 2014

Rank-Constrained Maximum Likelihood Estimation of Structured Covariance Matrices.
IEEE Trans. Aerosp. Electron. Syst., 2014

Ghost-Free High Dynamic Range Imaging via Rank Minimization.
IEEE Signal Process. Lett., 2014

Structured Dictionary Learning for Classification.
CoRR, 2014

Group structured dirty dictionary learning for classification.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Multi-task image classification via collaborative, hierarchical spike-and-slab priors.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Simultaneous sparsity model for multi-perspective video anomaly detection.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Low rank sparsity prior for robust video anomaly detection.
Proceedings of the IEEE International Conference on Acoustics, 2014

Power-constrained RGB-to-RGBW conversion for emissive displays.
Proceedings of the IEEE International Conference on Acoustics, 2014

2013
Compact Video Fingerprinting via Structural Graphical Models.
IEEE Trans. Inf. Forensics Secur., 2013

Robust Extrema Features for Time-Series Data Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Exploiting Sparsity in Hyperspectral Image Classification via Graphical Models.
IEEE Geosci. Remote. Sens. Lett., 2013

Practical methods for sparsity based video anomaly detection.
Proceedings of the 16th International IEEE Conference on Intelligent Transportation Systems, 2013

SHIRC: A simultaneous sparsity model for histopathological image representation and classification.
Proceedings of the 10th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2013

Hierarchical sparse modeling using Spike and Slab priors.
Proceedings of the IEEE International Conference on Acoustics, 2013

Graph-based multi-sensor fusion for acoustic signal classification.
Proceedings of the IEEE International Conference on Acoustics, 2013

Constrained ML estimation of structured covariance matrices with applications in radar STAP.
Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013

Discriminative sparse representations with applications.
Proceedings of the American Control Conference, 2013

Efficient approximation of structured covariance under joint Toeplitz and rank constraints.
Proceedings of the 2013 Asilomar Conference on Signals, 2013

2012
Design and Optimization of Color Lookup Tables on a Simplex Topology.
IEEE Trans. Image Process., 2012

Robust Video Hashing via Multilinear Subspace Projections.
IEEE Trans. Image Process., 2012

Capacity Analysis For Orthogonal Halftone Orientation Modulation Channels.
IEEE Trans. Image Process., 2012

Discriminative graphical models for sparsity-based hyperspectral target detection.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Robust video fingerprinting via structural graphical models.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Tensor decomposition for color printer model lookup table.
Proceedings of the Color Imaging XVII: Displaying, 2012

Optimally robust extrema filters for time series data.
Proceedings of the American Control Conference, 2012

Session WA5b: Image and video classification.
Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012

Session MP5b: Convex optimization in image and video analysis (invited).
Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012

A joint sparsity model for video anomaly detection.
Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012

2011
Discriminative Local Sparse Representations for Robust Face Recognition
CoRR, 2011

Desynchronization resilient video fingerprinting via randomized, low-rank tensor approximations.
Proceedings of the IEEE 13th International Workshop on Multimedia Signal Processing (MMSP 2011), 2011

Image-adaptive Color Super-resolution.
Proceedings of the 19th Color and Imaging Conference, 2011

Automatic target recognition using discriminative graphical models.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Scalable robust hypothesis tests using graphical models.
Proceedings of the IEEE International Conference on Acoustics, 2011

Adaptive removal of background and white space from document images using seam categorization.
Proceedings of the Imaging and Printing in a Web 2.0 World II, 2011

Sparsity-based face recognition using discriminative graphical models.
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011

Session MA8b4: Image, video coding and analysis.
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011

2010
Orientation Modulation for Data Hiding in Clustered-Dot Halftone Prints.
IEEE Trans. Image Process., 2010

A learning framework for robust hashing of face images.
Proceedings of the International Conference on Image Processing, 2010

Algorithms for color look-up-table (LUT) design via joint optimization of node locations and output values.
Proceedings of the IEEE International Conference on Acoustics, 2010

The use of spatially based complexity measures towards color gamut mapping and image resizing.
Proceedings of the Color Imaging XV: Displaying, 2010

2009
Meta-classifiers for multimodal document classification.
Proceedings of the 2009 IEEE International Workshop on Multimedia Signal Processing, 2009

High capacity color barcodes using dot orientation and color separability.
Proceedings of the Media Forensics and Security I, 2009

Shaped Local Regression and Its Application to Color Transforms.
Proceedings of the 17th Color and Imaging Conference, 2009

2008
Channel-separable halftone independent methods for color drift correction.
J. Electronic Imaging, 2008

Reliable Communications with Asymmetric Codebooks: An Information Theoretic Analysis of Robust Signal Hashing
CoRR, 2008

Data embedding in hardcopy images via halftone-dot orientation modulation.
Proceedings of the Security, 2008

Sort-Select-Damp: An efficient strategy for color look-up table lattice design.
Proceedings of the 16th Color and Imaging Conference, 2008

Adaptive decoding for halftone orientation-based data hiding.
Proceedings of the International Conference on Image Processing, 2008

On the capacity of orientation modulation halftone channels.
Proceedings of the IEEE International Conference on Acoustics, 2008

Estimating printer misregistration from color shifts: a new paradigm.
Proceedings of the Color Imaging XIII: Processing, Hardcopy, and Applications, San Jose, 2008

2007
Design of Tone-Dependent Color-Error Diffusion Halftoning Systems.
IEEE Trans. Image Process., 2007

Robust and Secure Image Hashing via Non-Negative Matrix Factorizations.
IEEE Trans. Inf. Forensics Secur., 2007

Two-dimensional color correction: Recent advances.
Proceedings of the 15th Color and Imaging Conference, 2007

Halftone independent methods for color drift correction.
Proceedings of the Color Imaging XII: Processing, Hardcopy, and Applications, San Jose, 2007

2006
Perceptual Image Hashing Via Feature Points: Performance Evaluation and Tradeoffs.
IEEE Trans. Image Process., 2006

A clustering based approach to perceptual image hashing.
IEEE Trans. Inf. Forensics Secur., 2006

Geometrically Invariant Image Watermarking via Robust Perceptual Hashes.
Proceedings of the International Conference on Image Processing, 2006

Robust Image Hashing Via Non-Negative Matrix Factorizations.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

2005
Hardcopy image barcodes via block-error diffusion.
IEEE Trans. Image Process., 2005

Two-dimensional transforms for device color correction and calibration.
IEEE Trans. Image Process., 2005

Image Authentication Under Geometric Attacks Via Structure Matching.
Proceedings of the 2005 IEEE International Conference on Multimedia and Expo, 2005

2004
Robust perceptual image hashing using feature points.
Proceedings of the 2004 International Conference on Image Processing, 2004

Tone dependent color error diffusion.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Input-level-dependent approach to color error diffusion.
Proceedings of the Color Imaging IX: Processing, Hardcopy, and Applications, San Jose, 2004

Two-dimensional transforms for device color calibration.
Proceedings of the Color Imaging IX: Processing, Hardcopy, and Applications, San Jose, 2004

2003
Color error-diffusion halftoning.
IEEE Signal Process. Mag., 2003

Linear color-separable human visual system models for vector error diffusion halftoning.
IEEE Signal Process. Lett., 2003

Variations on error diffusion: retrospectives and future trends.
Proceedings of the Color Imaging VIII: Processing, Hardcopy, and Applications, Santa Clara, 2003


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