2026 Munawar Hayat: Computer Science Researcher – H-Index, Publications & Awards

Discipline name	D-Index	World Ranking	Current World Ranking	National Ranking	Current National Ranking	Publications	Citations
Computer Science	40	9047	8792	279	278	143	13703

Munawar Hayat publication distribution in Computer Science in 2026

The chart shows the distribution of publications by all Research.com ranked scientists in the field of Computer Science in 2026. The highlighted bar marks where Munawar Hayat sits on this spectrum.

32 publications 991+

This scientist: 143 publications — 24th percentile

24% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 991 publications or more.

Munawar Hayat D-index placement in Computer Science in 2026

The chart shows the D-index (discipline H-index) distribution of Computer Science scientists ranked by Research.com in 2026. The highlighted bar marks where Munawar Hayat sits on this spectrum.

30 D-Index 131+

This scientist: 40 D-Index — 37th percentile

37% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 131 D-Index or more.

Overview

Munawar Hayat is affiliated with Monash University in Australia and specializes in the field of Computer Science, with a focus on subfields such as Computer Vision and Pattern Recognition, Artificial Intelligence, Radiology, Nuclear Medicine and Imaging, Media Technology, and Human-Computer Interaction.

Their research covers a range of topics including:

Advanced Image Processing Techniques
Advanced Neural Network Applications
Multimodal Machine Learning Applications
Domain Adaptation and Few-Shot Learning
Human Pose and Action Recognition
Generative Adversarial Networks and Image Synthesis
Image and Signal Denoising Methods

Munawar Hayat has contributed to various publication venues with frequent publications in:

arXiv (Cornell University)
IEEE Transactions on Pattern Analysis and Machine Intelligence
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
2021 IEEE/CVF International Conference on Computer Vision (ICCV)
Medical Image Analysis

Best Publications

Restormer: Efficient Transformer for High-Resolution Image Restoration

Unknown

3773
Citations
Multi-Stage Progressive Image Restoration

Syed Waqas Zamir;Aditya Arora;Salman Khan;Munawar Hayat

1770
Citations
Transformers in Medical Imaging: A Survey

Unknown

1184
Citations
Cost-Sensitive Learning of Deep Feature Representations From Imbalanced Data

Salman H. Khan;Munawar Hayat;Mohammed Bennamoun;Ferdous A. Sohel

976
Citations
Learning Enriched Features for Real Image Restoration and Enhancement

Syed Waqas Zamir;Aditya Arora;Salman H. Khan;Munawar Hayat

831
Citations
Learning Enriched Features for Fast Image Restoration and Enhancement

Unknown

714
Citations
CycleISP: Real Image Restoration via Improved Data Synthesis

Syed Waqas Zamir;Aditya Arora;Salman Khan;Munawar Hayat

370
Citations
Intriguing Properties of Vision Transformers

Muhammad Muzammal Naseer;Kanchana Ranasinghe;Salman H. Khan;Munawar Hayat

309
Citations
Intriguing Properties of Vision Transformers

Muzammal Naseer;Kanchana Ranasinghe;Salman Khan;Munawar Hayat

303
Citations
A Self-supervised Approach for Adversarial Robustness

Muzammal Naseer;Salman Khan;Munawar Hayat;Fahad Shahbaz Khan

240
Citations
Transformers in Vision: A Survey

Salman H. Khan;Muzammal Naseer;Munawar Hayat;Syed Waqas Zamir

207
Citations
Deep Reconstruction Models for Image Set Classification

Munawar Hayat;Mohammed Bennamoun;Senjian An

203
Citations
Restormer: Efficient Transformer for High-Resolution Image Restoration.

Syed Waqas Zamir;Aditya Arora;Salman H. Khan;Munawar Hayat

191
Citations
A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation

Unknown

188
Citations
Striking the Right Balance With Uncertainty

Salman Khan;Munawar Hayat;Syed Waqas Zamir;Jianbing Shen

170
Citations
Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks

Aamir Mustafa;Salman Khan;Munawar Hayat;Roland Goecke

166
Citations
A Discriminative Representation of Convolutional Features for Indoor Scene Recognition

Salman H. Khan;Munawar Hayat;Mohammed Bennamoun;Roberto Togneri

164
Citations
Deep learning based synthesis of MRI, CT and PET: Review and analysis

Unknown

161
Citations
An efficient 3D face recognition approach using local geometrical signatures

Yinjie Lei;Mohammed Bennamoun;Munawar Hayat;Yulan Guo

154
Citations
NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results

Unknown

147
Citations
Image Super-Resolution as a Defense Against Adversarial Attacks

Aamir Mustafa;Salman H. Khan;Munawar Hayat;Jianbing Shen

133
Citations
A Two-Phase Weighted Collaborative Representation for 3D partial face recognition with single sample

Yinjie Lei;Yulan Guo;Munawar Hayat;Mohammed Bennamoun

106
Citations
Regularization of deep neural networks with spectral dropout

Salman H. Khan;Salman H. Khan;Munawar Hayat;Fatih Porikli

103
Citations
Learning Non-linear Reconstruction Models for Image Set Classification

Munawar Hayat;Mohammed Bennamoun;Senjian An

90
Citations
NTIRE 2021 NonHomogeneous Dehazing Challenge Report

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

81
Citations
A Spatial Layout and Scale Invariant Feature Representation for Indoor Scene Classification

Munawar Hayat;Salman H. Khan;Mohammed Bennamoun;Senjian An

80
Citations
Random Path Selection for Continual Learning

Jathushan Rajasegaran;Munawar Hayat;Salman H. Khan;Fahad Shahbaz Khan

70
Citations
Gaussian Affinity for Max-Margin Class Imbalanced Learning

Munawar Hayat;Salman Khan;Syed Waqas Zamir;Jianbing Shen

67
Citations
Self-supervised Knowledge Distillation for Few-shot Learning

Jathushan Rajasegaran;Salman H. Khan;Munawar Hayat;Fahad Shahbaz Khan

60
Citations
Striking the Right Balance with Uncertainty

Salman Khan;Munawar Hayat;Waqas Zamir;Jianbing Shen

52
Citations

Frequent Co-Authors

Mohammed Bennamoun University of Western Australia

Ling Shao Terminus International

Fahad Shahbaz Khan Mohamed bin Zayed University of Artificial Intelligence

Jianbing Shen University of Macau

Roland Goecke University of New South Wales

Ferdous Sohel Murdoch University

Roberto Togneri University of Western Australia

Salman Khan Mohamed bin Zayed University of Artificial Intelligence

Nick Barnes Australian National University

Stefano Berretti University of Florence

External Links

Personal website of Munawar Hayat

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