Joint Reconstruction and Bias Field Correction for Undersampled MR Imaging. - Mélanie Gaillochet; Kerem Can Tezcan; Ender Konukoglu (MICCAI (2), 2020)

TAAL: Test-Time Augmentation for Active Learning in Medical Image Segmentation. - Mélanie Gaillochet; Christian Desrosiers; Hervé Lombaert (DALI@MICCAI, 2022)

Active learning for medical image segmentation with stochastic batches. - Mélanie Gaillochet; Christian Desrosiers; Hervé Lombaert (Medical Image Anal., 2023)

Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision. - Mélanie Gaillochet; Christian Desrosiers; Hervé Lombaert (MedAGI@MICCAI, 2024)

Prompt learning with bounding box constraints for medical image segmentation. - Mélanie Gaillochet; Mehrdad Noori; Sahar Dastani; Christian Desrosiers; Hervé Lombaert (CoRR, 2025)