Publications

Can Deep Learning Models Acquire Specialist Knowledge? Identifying Carotid Bruits in Type 2 Diabetes Using an Electronic Stethoscope

Published in IEEE ACCESS, 2025

Aref Miri Rekavandi, Mohammed Bennamoun, Farid Boussaid, Wendy A. Davis and Timothy M.E. Davis

RS-Reg: Probabilistic and Robust Certified Regression through Randomized Smoothing

Published in Transactions on Machine Learning Research, 2025

Aref Miri Rekavandi, Olga Ohrimenko and Benjamin IP Rubinstein

Box It to Bind It: Unified Layout Control and Attribute Binding in T2I Diffusion Models

Published in IEEE Transactions on Multimedia, 2025

Ashkan Taghipour, Morteza Ghahremani, Mohammed Bennamoun, Aref Miri Rekavandi, Hamid Laga and Farid Boussaid

IT-RUDA: Information Theory Assisted Robust Unsupervised Domain Adaptation

Published in ACM Transactions on Intelligent Systems and Technology, 2025

Shima Rashidi, Ruwan Tennakoon, Aref Miri Rekavandi, Papangkorn Jessadatavornwong, Amanda Freis, Garret Huff, Mark Easton, Adrian Mouritz, Reza Hoseinnezhad and Alireza Bab-Hadiashar

A guide to image and video based small object detection using deep learning: Case study of maritime surveillance

Published in IEEE Transactions on Intelligent Transportation Systems, 2025

Aref Miri Rekavandi, Lian Xu, Farid Boussaid, Abd-Krim Seghouane, Stephen Hoefs and Mohammed Bennamoun

Certified Adversarial Robustness via Randomized α-Smoothing for Regression Models

Published in NeurIPS, 2024

Aref Miri Rekavandi, Farhad Farokhi, Olga Ohrimenko and Benjamin IP Rubinstein

Learning Robust and Sparse Principal Components with the α-Divergence

Published in IEEE Transactions on Image Processing, 2024

Aref Miri Rekavandi, Abd-Krim Seghouane and Robin J. Evans

Analysis and evaluation of explainable artificial intelligence on suicide risk assessment

Published in Scientific Reports, 2024

Hao Tang, Aref Miri Rekavandi, Dharjinder Rooprai, Girish Dwivedi, Frank M. Sanfilippo, Farid Boussaid and Mohammed Bennamoun

B-Pose: Bayesian Deep Network for Camera 6-DoF Pose Estimation from RGB Images

Published in IEEE Robotics and Automation Letters, 2023

Aref Miri Rekavandi, Farid Boussaid, Abd-Krim Seghouane, and Mohammed Bennamoun

TRPAST: A tunable and robust projection approximation subspace tracking method

Published in IEEE Transactions on Signal Processing, 2023

Aref Miri Rekavandi, Abd-Krim Seghouane, and Karim Abed-Meraim

Rbdl: Robust Block-Structured Dictionary Learning for Block Sparse Representation

Published in Pattern Reconition Letters, 2023

Abd-Krim Seghouane, Asif Iqbal, and Aref Miri Rekavandi

Robust Subspace Tracking With Contamination Mitigation via α-Divergence

Published in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023

Le Trung Thanh, Aref Miri Rekavandi, Abd-Krim Seghouane, Karim Abed-Meraim

Extended Expectation Maximization for Under-fitted Models

Published in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023

Aref Miri Rekavandi, Abd-Krim Seghouane, Farid Boussaid, and Mohammed Bennamoun

Cross Domain 2D-3D Descriptor Matching for Unconstrained 6- DOF Pose Estimation

Published in Pattern Reconition, 2023

Uzair Nadeem, Mohammed Bennamoun, Roberto Togneri, Ferdous Sohel, Aref Miri Rekavandi, Farid Boussaid