FHIST: A Benchmark for Few-shot Classification of Histological Images. - Fereshteh Shakeri; Malik Boudiaf; Sina Mohammadi; Ivaxi Sheth; Mohammad Havaei; Ismail Ben Ayed; Samira Ebrahimi Kahou (CoRR, 2022)

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)

Transductive Zero-Shot and Few-Shot CLIP. - Ségolène Martin; Yunshi Huang; Fereshteh Shakeri; Jean-Christophe Pesquet; Ismail Ben Ayed (CVPR, 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)

UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning. - Long Zhou; Fereshteh Shakeri; Aymen Sadraoui; Mounir Kaaniche; Jean-Christophe Pesquet; Ismail Ben Ayed (CVPR, 2025)

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)