Muhammad Awais

Orcid: 0000-0002-1122-0709

Affiliations:
  • University of Surrey, Centre for Vision, Speech and Signal Processing, Guildford, UK


According to our database1, Muhammad Awais authored at least 77 papers between 2010 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2025
Pure anomaly detection via self-supervised deep metric learning with adaptive margin.
Neurocomputing, 2025

2024
A Survey of Cross-Modal Visual Content Generation.
IEEE Trans. Circuits Syst. Video Technol., August, 2024

RAgE: Robust Age Estimation Through Subject Anchoring With Consistency Regularisation.
IEEE Trans. Pattern Anal. Mach. Intell., March, 2024

One-pass View-unaligned Clustering.
IEEE Trans. Multim., 2024

ASiT: Local-Global Audio Spectrogram Vision Transformer for Event Classification.
IEEE ACM Trans. Audio Speech Lang. Process., 2024

Self-supervised learning for RGB-D object tracking.
Pattern Recognit., 2024

View-shuffled clustering via the modified Hungarian algorithm.
Neural Networks, 2024

Probabilistically Aligned View-unaligned Clustering with Adaptive Template Selection.
CoRR, 2024

Investigating Self-Supervised Methods for Label-Efficient Learning.
CoRR, 2024

Pseudo Labelling for Enhanced Masked Autoencoders.
CoRR, 2024

Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method.
CoRR, 2024

DailyMAE: Towards Pretraining Masked Autoencoders in One Day.
CoRR, 2024

DiCoM - Diverse Concept Modeling towards Enhancing Generalizability in Chest X-Ray Studies.
CoRR, 2024

Improved Image Captioning Via Knowledge Graph-Augmented Models.
Proceedings of the IEEE International Conference on Acoustics, 2024

Max-AST: Combining Convolution, Local and Global Self-Attentions for Audio Event Classification.
Proceedings of the IEEE International Conference on Acoustics, 2024

C2C: Component-to-Composition Learning for Zero-Shot Compositional Action Recognition.
Proceedings of the Computer Vision - ECCV 2024, 2024

SCD-Net: Spatiotemporal Clues Disentanglement Network for Self-Supervised Skeleton-Based Action Recognition.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

DTF-AT: Decoupled Time-Frequency Audio Transformer for Event Classification.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
NPT-Loss: Demystifying Face Recognition Losses With Nearest Proxies Triplet.
IEEE Trans. Pattern Anal. Mach. Intell., December, 2023

A Theoretical Insight Into the Effect of Loss Function for Deep Semantic-Preserving Learning.
IEEE Trans. Neural Networks Learn. Syst., 2023

Deep Order-Preserving Learning With Adaptive Optimal Transport Distance.
IEEE Trans. Pattern Anal. Mach. Intell., 2023

Beyond Accuracy: Statistical Measures and Benchmark for Evaluation of Representation from Self-Supervised Learning.
CoRR, 2023

SCD-Net: Spatiotemporal Clues Disentanglement Network for Self-supervised Skeleton-based Action Recognition.
CoRR, 2023

Masked Momentum Contrastive Learning for Zero-shot Semantic Understanding.
CoRR, 2023

Variantional autoencoder with decremental information bottleneck for disentanglement.
CoRR, 2023

LT-ViT: A Vision Transformer for Multi-Label Chest X-Ray Classification.
Proceedings of the IEEE International Conference on Image Processing, 2023

GMML is All You Need.
Proceedings of the IEEE International Conference on Image Processing, 2023

Group Masked Model Learning for General Audio Representation.
Proceedings of the IEEE International Conference on Image Processing, 2023

GAN-Powered Model &Landmark-Free Reconstruction: A Versatile Approach for High-Quality 3D Facial and Object Recovery from Single Images.
Proceedings of the Deep Learning Theory and Applications - 4th International Conference, 2023

Variational Autoencoders with Decremental Information Bottleneck for Disentanglement.
Proceedings of the 34th British Machine Vision Conference 2023, 2023

Ada<sup>2</sup>NPT: An Adaptive Nearest Proxies Triplet Loss for Attribute-Aware Face Recognition with Adaptively Compacted Feature Learning.
Proceedings of the Asian Conference on Machine Learning, 2023

2022
A Novel Ground Metric for Optimal Transport-Based Chronological Age Estimation.
IEEE Trans. Cybern., 2022

Face spoofing detection ensemble via multistage optimisation and pruning.
Pattern Recognit. Lett., 2022

Developing a generic framework for anomaly detection.
Pattern Recognit., 2022

Distribution Cognisant Loss for Cross-Database Facial Age Estimation With Sensitivity Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

ASiT: Audio Spectrogram vIsion Transformer for General Audio Representation.
CoRR, 2022

SS-CXR: Multitask Representation Learning using Self Supervised Pre-training from Chest X-Rays.
CoRR, 2022

SB-SSL: Slice-Based Self-Supervised Transformers for Knee Abnormality Classification from MRI.
CoRR, 2022

GMML is All you Need.
CoRR, 2022

Evolutional Normal Maps: 3D Face Representations for 2D-3D Face Recognition, Face Modelling and Data Augmentation.
Proceedings of the 17th International Joint Conference on Computer Vision, 2022

SB-SSL: Slice-Based Self-supervised Transformers for Knee Abnormality Classification from MRI.
Proceedings of the Medical Image Learning with Limited and Noisy Data, 2022

AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Client-specific anomaly detection for face presentation attack detection.
Pattern Recognit., 2021

MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning.
CoRR, 2021

Global Interaction Modelling in Vision Transformer via Super Tokens.
CoRR, 2021

SiT: Self-supervised vIsion Transformer.
CoRR, 2021

NPT-Loss: A Metric Loss with Implicit Mining for Face Recognition.
CoRR, 2021

AXM-Net: Cross-Modal Context Sharing Attention Network for Person Re-ID.
CoRR, 2021

Deep Convolutional Neural Network Ensembles Using ECOC.
IEEE Access, 2021

How Does Loss Function Affect Generalization Performance of Deep Learning? Application to Human Age Estimation.
Proceedings of the 38th International Conference on Machine Learning, 2021

Particle Swarm And Pattern Search Optimisation Of An Ensemble Of Face Anomaly Detectors.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

2020
Resolution Invariant Face Recognition Using a Distillation Approach.
IEEE Trans. Biom. Behav. Identity Sci., 2020

Rectified Wing Loss for Efficient and Robust Facial Landmark Localisation with Convolutional Neural Networks.
Int. J. Comput. Vis., 2020

ECOC as a Method of Constructing Deep Convolutional Neural Network Ensembles.
CoRR, 2020

A Convolutional Baseline for Person Re-Identification Using Vision and Language Descriptions.
CoRR, 2020

Texture-based 3D Face Recognition using Deep Neural Networks for Unconstrained Human-machine Interaction.
Proceedings of the 15th International Joint Conference on Computer Vision, 2020

Skin Lesion Diagnosis with Imbalanced ECOC Ensembles.
Proceedings of the Machine Learning, Optimization, and Data Science, 2020

A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

A Stacking Ensemble for Anomaly Based Client-Specific Face Spoofing Detection.
Proceedings of the IEEE International Conference on Image Processing, 2020

Cross Modal Person Re-identification with Visual-Textual Queries.
Proceedings of the 2020 IEEE International Joint Conference on Biometrics, 2020

Sensitivity of Age Estimation Systems to Demographic Factors and Image Quality: Achievements and Challenges.
Proceedings of the 2020 IEEE International Joint Conference on Biometrics, 2020

2019
Combining Multiple one-class Classifiers for Anomaly based Face Spoofing Attack Detection.
Proceedings of the 2019 International Conference on Biometrics, 2019

Divergence Based Weighting for Information Channels in Deep Convolutional Neural Networks for Bird Audio Detection.
Proceedings of the IEEE International Conference on Acoustics, 2019

Spoofing Attack Detection by Anomaly Detection.
Proceedings of the IEEE International Conference on Acoustics, 2019

2018
Gaussian mixture 3D morphable face model.
Pattern Recognit., 2018

Medical Image Analysis using Convolutional Neural Networks: A Review.
J. Medical Syst., 2018

Wing Loss for Robust Facial Landmark Localisation With Convolutional Neural Networks.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

2017
Medical image retrieval using deep convolutional neural network.
Neurocomputing, 2017

Medical Image Analysis using Convolutional Neural Networks: A Review.
CoRR, 2017

3D Morphable Models as Spatial Transformer Networks.
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Face Detection, Bounding Box Aggregation and Pose Estimation for Robust Facial Landmark Localisation in the Wild.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

2013
A Robust and Scalable Visual Category and Action Recognition System Using Kernel Discriminant Analysis With Spectral Regression.
IEEE Trans. Multim., 2013

2011
Novel Fusion Methods for Pattern Recognition.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Two-Stage Augmented Kernel Matrix for Object Recognition.
Proceedings of the Multiple Classifier Systems - 10th International Workshop, 2011

Augmented Kernel Matrix vs Classifier Fusion for Object Recognition.
Proceedings of the British Machine Vision Conference, 2011

2010
The University of Surrey Visual Concept Detection System at ImageCLEF@ICPR: Working Notes.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Feature Pairs Connected by Lines for Object Recognition.
Proceedings of the 20th International Conference on Pattern Recognition, 2010


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