Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! - Hoel Kervadec; Houda Bahig; Laurent Létourneau-Guillon; Jose Dolz; Ismail Ben Ayed (MIDL, 2021)

Prediction of Head and Neck Radiotherapy Toxicity Using a Deformable 3D CNN on Longitudinal Daily CBCT Acquisitions. - William Trung Le; Chulmin Bang; Philippine Cordelle; Daniel Markel; Phuc Felix Nguyen-Tan; Houda Bahig; Samuel Kadoury (ISBI, 2023)

Prediction of free-breathing 4DCT lung deformation using probabilistic motion auto-encoders. - Emilie Ouraou; Liset Vázquez Romaguera; Marion Tonneau; Houda Bahig; Samuel Kadoury (Image-Guided Procedures, 2023)

Comparing 3D deformations between longitudinal daily CBCT acquisitions using CNN for head and neck radiotherapy toxicity prediction. - William Trung Le; Chulmin Bang; Philippine Cordelle; Daniel Markel; Phuc Felix Nguyen-Tan; Houda Bahig; Samuel Kadoury (CoRR, 2023)

LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP. - Yunshi Huang; Fereshteh Shakeri; Jose Dolz; Malik Boudiaf; Houda Bahig; Ismail Ben Ayed (CVPR, 2024)

Dose Aware Toxicity Prediction in Head and Neck Cancer Patients Using a Deformable 3D CNN on Daily CBCT Acquisitions. - Gautier Henique; Chulmin Bang; Daniel Markel; William Le; Edith Filion; Phuc Felix Ngyuen-Tan; Houda Bahig; Samuel Kadoury (ISBI, 2024)

Feature Tokenizer-Transformers with Self-Training for The Prediction of PD-L1 Expression of Non-Small Cell Lung Cancer from CT. - Ralph Saber; Marion Tonneau; Sami Bahig; Julie Malo; Wiam Belkaid; Meriem Messaoudene; Nicole Bouchard; François Coulombe; Philippe Joubert; Houda Bahig; Simon Turcotte; Bertrand Routy; et al. (ISBI, 2024)

Few-Shot Adaptation of Medical Vision-Language Models. - Fereshteh Shakeri; Yunshi Huang; Julio Silva-Rodríguez; Houda Bahig; An Tang; Jose Dolz; Ismail Ben Ayed (MICCAI (12), 2024)

Boosting Vision-Language Models for Histopathology Classification: Predict All at Once. - Maxime Zanella; Fereshteh Shakeri; Yunshi Huang; Houda Bahig; Ismail Ben Ayed (MedAGI@MICCAI, 2024)

Few-Shot, Now for Real: Medical VLMs Adaptation without Balanced Sets or Validation. - Julio Silva-Rodríguez; Fereshteh Shakeri; Houda Bahig; Jose Dolz; Ismail Ben Ayed (CoRR, 2025)

Regularized Low-Rank Adaptation for Few-Shot Organ Segmentation. - Ghassen Baklouti; Julio Silva-Rodríguez; Jose Dolz; Houda Bahig; Ismail Ben Ayed (CoRR, 2025)