Mélanie Gaillochet

According to our database, Mélanie Gaillochet authored at least 7 papers between 2020 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Exploring Entropy-based Active Learning for Fair Brain Segmentation.

Ghazal Danaee, Mélanie Gaillochet, Christian Desrosiers, Herve Lombaert, Sylvain Bouix

CoRR, May, 2026

Prompt Learning With Bounding Box Constraints for Medical Image Segmentation.

Mélanie Gaillochet, Mehrdad Noori, Sahar Dastani, Christian Desrosiers, Hervé Lombaert

IEEE Trans. Biomed. Eng., January, 2026

Anatomically-aware conformal prediction for medical image segmentation with random walks.

Mélanie Gaillochet, Christian Desrosiers, Hervé Lombaert

CoRR, January, 2026

2024

Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision.

Mélanie Gaillochet, Christian Desrosiers, Hervé Lombaert

Proceedings of the Foundation Models for General Medical AI, 2024

2023

Active learning for medical image segmentation with stochastic batches.

Mélanie Gaillochet, Christian Desrosiers, Hervé Lombaert

Medical Image Anal., December, 2023

2022

TAAL: Test-Time Augmentation for Active Learning in Medical Image Segmentation.

Mélanie Gaillochet, Christian Desrosiers, Hervé Lombaert

Proceedings of the Data Augmentation, Labelling, and Imperfections, 2022

2020

Joint Reconstruction and Bias Field Correction for Undersampled MR Imaging.

Mélanie Gaillochet, Kerem Can Tezcan, Ender Konukoglu

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020