Publications

LesionGen: A Concept-Guided Diffusion Model for Dermatology Image Synthesis

Jamil Fayyad, Nourhan Bayasi, Ziyang Yu, Homayoun Najjaran

MICCAI, 2025 ISIC workshop

BiasPruner: Mitigating bias transfer in continual learning for fair medical image analysis

Nourhan Bayasi, Jamil Fayyad, Alceu Bissoto, Ghassan Hamarneh, Rafeef Garbi

Medical Image Analysis, 2025

Foundation Models as Class-Incremental Learners for Dermatological Image Classification

Mohamed Elkhayat, Mohamed Mahmoud, Jamil Fayyad, Nourhan Bayasi

MICCAI, 2025 Emerge Workshop

Debiasify: Self-Distillation for Unsupervised Bias Mitigation

Nourhan Bayasi*, Jamil Fayyad*, Ghassan Hamarneh, Rafeef Garbi, Homayoun Najjaran

* First co-authors

IEEE IEEE/CVF Winter Conference on Applications of Computer Vision, 2025 (WACV2024)

The Effectiveness of State Representation Model in Multi-Agent
Proximal Policy Optimization for Multi-Agent Path Finding

Jaehoon Chung, Jamil Fayyad, Mehran Ghafarian Tamizi, Homayoun Najjaran

IEEE International Conference on Intelligent Robots and Systems (IROS 2024)

BiasPruner: Debiased Continual Learning for Medical Image Classification

Nourhan Bayasi, Jamil Fayyad, Alceu Bissoto, Ghassan Hamarneh, Rafeef Garbi

Medical Image Computing and Computer Assisted Intervention Society (MICCAI), 2024

Empirical validation of Conformal Prediction for trustworthy skin lesions classification

Jamil Fayyad, Shadi Alijani, Homayoun Najjaran

Computer Methods and Programs in Biomedicine, 2024

Exploiting classifier inter-level features for efficient out-of-distribution detection

Jamil Fayyad, Kashish Gupta, Navid Mahdian, Homayoun Najjaran

Image and Vision Computing, 2024

Vision transformers in domain adaptation and domain
generalization: a study of robustness

Shadi Alijani, Jamil Fayyad, Homayoun Najjaran

Neural Computing and Applications, 2024

Learning team-based navigation: a review of deep reinforcement
learning techniques for multi-agent pathfinding

Jaehoon Chung, Jamil Fayyad, Homayoun Najjaran

Artificial Intelligence Review, 2024

Sim-to-Real Domain Adaptation for Deformation Classification

Joel Sol, Jamil Fayyad, Shadi Alijani, Homayoun Najjaran

Model compression methods for YOLOv5: A review

Mohammad Jani, Jamil Fayyad, Younes Al-Younes, Homayoun Najjaran

Dopeslam: High-Precision Ros-Based Semantic 3D Slam in a Dynamic Environment

Jesse Roch, Jamil Fayyad, Homayoun Najjaran

Deep learning sensor fusion for autonomous vehicle perception and localization: A review

Jamil Fayyad, Mohammad A Jaradat, Dominique Gruyer, Homayoun Najjaran