Munawar Hayat

Orcid: 0000-0002-2706-5985

According to our database1, Munawar Hayat authored at least 103 papers between 2012 and 2024.

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Bibliography

2024
Deep learning based synthesis of MRI, CT and PET: Review and analysis.
Medical Image Anal., February, 2024

Automatic Gaze Analysis: A Survey of Deep Learning Based Approaches.
IEEE Trans. Pattern Anal. Mach. Intell., January, 2024

OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation.
CoRR, 2024

PosSAM: Panoptic Open-vocabulary Segment Anything.
CoRR, 2024

EraseDiff: Erasing Data Influence in Diffusion Models.
CoRR, 2024

DiffAugment: Diffusion based Long-Tailed Visual Relationship Recognition.
CoRR, 2024

Concealing Sensitive Samples against Gradient Leakage in Federated Learning.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
<i>Glitch in the matrix</i>: A large scale benchmark for content driven audio-visual forgery detection and localization.
Comput. Vis. Image Underst., November, 2023

Transformers in medical imaging: A survey.
Medical Image Anal., August, 2023

Uncertainty-guided dual-views for semi-supervised volumetric medical image segmentation.
Nat. Mac. Intell., July, 2023

Stylized Adversarial Defense.
IEEE Trans. Pattern Anal. Mach. Intell., May, 2023

Deep Hypersphere Feature Regularization for Weakly Supervised RGB-D Salient Object Detection.
IEEE Trans. Image Process., 2023

Learning Enriched Features for Fast Image Restoration and Enhancement.
IEEE Trans. Pattern Anal. Mach. Intell., 2023

Unpaired referring expression grounding via bidirectional cross-modal matching.
Neurocomputing, 2023

Synthesis of a six-bar mechanism for generating knee and ankle motion trajectories using deep generative neural network.
Eng. Appl. Artif. Intell., 2023

AV-Deepfake1M: A Large-Scale LLM-Driven Audio-Visual Deepfake Dataset.
CoRR, 2023

Unified Open-Vocabulary Dense Visual Prediction.
CoRR, 2023

Emolysis: A Multimodal Open-Source Group Emotion Analysis and Visualization Toolkit.
CoRR, 2023

"Glitch in the Matrix!": A Large Scale Benchmark for Content Driven Audio-Visual Forgery Detection and Localization.
CoRR, 2023

LAVA:Label-efficient Visual Learning and Adaptation.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

Open-Vocabulary Object Detection via Scene Graph Discovery.
Proceedings of the 31st ACM International Conference on Multimedia, 2023

AI-Assisted Digital Pathology for Computational distinction of adenocarcinoma vs squamous cell carcinoma.
Proceedings of the 29th International Conference on Mechatronics and Machine Vision in Practice, 2023

Real-Time Trajectory-Based Social Group Detection.
IROS, 2023

GraphITTI: Attributed Graph-based Dominance Ranking in Social Interaction Videos.
Proceedings of the International Conference on Multimodal Interaction, 2023

Can we Distill Knowledge from Powerful Teachers Directly?
Proceedings of the IEEE International Conference on Image Processing, 2023

Zero-Shot Point Cloud Segmentation by Semantic-Visual Aware Synthesis.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Energy-based Self-Training and Normalization for Unsupervised Domain Adaptation.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Geometry and Uncertainty-Aware 3D Point Cloud Class-Incremental Semantic Segmentation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Transformer Scale Gate for Semantic Segmentation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Protocon: Pseudo-Label Refinement via Online Clustering and Prototypical Consistency for Efficient Semi-Supervised Learning.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Context-aware Alignment and Mutual Masking for 3D-Language Pre-training.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

MARLIN: Masked Autoencoder for facial video Representation LearnINg.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Transformers in Vision: A Survey.
ACM Comput. Surv., January, 2022

LAVA: Label-efficient Visual Learning and Adaptation.
CoRR, 2022

CLIP model is an Efficient Continual Learner.
CoRR, 2022

Defense against Privacy Leakage in Federated Learning.
CoRR, 2022

Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization.
CoRR, 2022

MTGLS: Multi-Task Gaze Estimation with Limited Supervision.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2022

A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

AV-GAZE: A Study on the Effectiveness of Audio Guided Visual Attention Estimation for Non-profilic Faces.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

Restormer: Efficient Transformer for High-Resolution Image Restoration.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

ProposalCLIP: Unsupervised Open-Category Object Proposal Generation via Exploiting CLIP Cues.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Semantic-Aware Domain Generalized Segmentation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Towards Robust and Reproducible Active Learning using Neural Networks.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point Clouds.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Hybrid Window Attention Based Transformer Architecture for Brain Tumor Segmentation.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2022

'Labelling the Gaps': A Weakly Supervised Automatic Eye Gaze Estimation.
Proceedings of the Computer Vision - ACCV 2022, 2022

2021
Deeply Supervised Discriminative Learning for Adversarial Defense.
IEEE Trans. Pattern Anal. Mach. Intell., 2021

A Volumetric Transformer for Accurate 3D Tumor Segmentation.
CoRR, 2021

Low Light Image Enhancement via Global and Local Context Modeling.
CoRR, 2021

Intriguing Properties of Vision Transformers.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Orthogonal Projection Loss.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

On Generating Transferable Targeted Perturbations.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Multi-Stage Progressive Image Restoration.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

Meta-learning the Learning Trends Shared Across Tasks.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

Self-supervised Knowledge Distillation for Few-shot Learning.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

2020
Image Super-Resolution as a Defense Against Adversarial Attacks.
IEEE Trans. Image Process., 2020

Learned 3D Shape Representations Using Fused Geometrically Augmented Images: Application to Facial Expression and Action Unit Detection.
IEEE Trans. Circuits Syst. Video Technol., 2020

AIM 2020 Challenge on Real Image Super-Resolution: Methods and Results.
CoRR, 2020

Fused Geometry Augmented Images For Analyzing Textured Mesh.
Proceedings of the IEEE International Conference on Image Processing, 2020

Learning Enriched Features for Real Image Restoration and Enhancement.
Proceedings of the Computer Vision - ECCV 2020, 2020


CycleISP: Real Image Restoration via Improved Data Synthesis.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

iTAML: An Incremental Task-Agnostic Meta-learning Approach.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

A Self-supervised Approach for Adversarial Robustness.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Synthesizing the Unseen for Zero-Shot Object Detection.
Proceedings of the Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30, 2020

2019
Regularization of deep neural networks with spectral dropout.
Neural Networks, 2019

Random Path Selection for Incremental Learning.
CoRR, 2019

Learned 3D Shape Representations Using Fused Geometrically Augmented Images: Application to Facial Expression and Action Unit Detection.
CoRR, 2019

Max-margin Class Imbalanced Learning with Gaussian Affinity.
CoRR, 2019

Striking the Right Balance with Uncertainty.
CoRR, 2019

Random Path Selection for Continual Learning.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

Gaussian Affinity for Max-Margin Class Imbalanced Learning.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

Striking the Right Balance With Uncertainty.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

Unsupervised Primitive Discovery for Improved 3D Generative Modeling.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018
Cost-Sensitive Learning of Deep Feature Representations From Imbalanced Data.
IEEE Trans. Neural Networks Learn. Syst., 2018

Response to "Ghost Numbers".
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Adversarial Training of Variational Auto-Encoders for High Fidelity Image Generation.
Proceedings of the 2018 IEEE Winter Conference on Applications of Computer Vision, 2018

2017
Empowering Simple Binary Classifiers for Image Set Based Face Recognition.
Int. J. Comput. Vis., 2017

Investigating Word Affect Features and Fusion of Probabilistic Predictions Incorporating Uncertainty in AVEC 2017.
Proceedings of the 7th Annual Workshop on Audio/Visual Emotion Challenge, Mountain View, CA, USA, October 23, 2017

A multimodal system to characterise melancholia: cascaded bag of words approach.
Proceedings of the 19th ACM International Conference on Multimodal Interaction, 2017

Scene Categorization with Spectral Features.
Proceedings of the IEEE International Conference on Computer Vision, 2017

A Video-Based Facial Behaviour Analysis Approach to Melancholia.
Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Joint Registration and Representation Learning for Unconstrained Face Identification.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Heart rate estimation from facial videos for depression analysis.
Proceedings of the Seventh International Conference on Affective Computing and Intelligent Interaction, 2017

2016
A Discriminative Representation of Convolutional Features for Indoor Scene Recognition.
IEEE Trans. Image Process., 2016

A Spatial Layout and Scale Invariant Feature Representation for Indoor Scene Classification.
IEEE Trans. Image Process., 2016

A Two-Phase Weighted Collaborative Representation for 3D partial face recognition with single sample.
Pattern Recognit., 2016

An RGB-D based image set classification for robust face recognition from Kinect data.
Neurocomputing, 2016

Measuring the Effect of CMMI Quality Standard on Agile Scrum Model.
CoRR, 2016

2015
Deep Reconstruction Models for Image Set Classification.
IEEE Trans. Pattern Anal. Mach. Intell., 2015

Contractive Rectifier Networks for Nonlinear Maximum Margin Classification.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

2014
An Automatic Framework for Textured 3D Video-Based Facial Expression Recognition.
IEEE Trans. Affect. Comput., 2014

An efficient 3D face recognition approach using local geometrical signatures.
Pattern Recognit., 2014

Reverse Training: An Efficient Approach for Image Set Classification.
Proceedings of the Computer Vision - ECCV 2014, 2014

Learning Non-linear Reconstruction Models for Image Set Classification.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013
Clustering of video-patches on Grassmannian manifold for facial expression recognition from 3D videos.
Proceedings of the 2013 IEEE Workshop on Applications of Computer Vision, 2013

2012
Fully automatic face recognition from 3D videos.
Proceedings of the 21st International Conference on Pattern Recognition, 2012

Novel low level local features for 3D expression invariant face recognition.
Proceedings of the 12th International Conference on Control Automation Robotics & Vision, 2012

Evaluation of Spatiotemporal Detectors and Descriptors for Facial Expression Recognition.
Proceedings of the 2012 5th International Conference on Human System Interactions, 2012


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