Guillaume Balezo

Guillaume Balezo

PhD student in AI & Computer Vision applied to histopathological images. CBIO & STIM labs, Mines Paris PSL × Sanofi.

Publications

You can also find my articles on my Google Scholar profile.

Journal Articles

MIPHEI-ViT: Multiplex Immunofluorescence Prediction from H&E Images using ViT Foundation Models

Published in Computers in Biology and Medicine, 2026

Predicting multiplex immunofluorescence marker expression directly from H&E whole slide images using ViT foundation models.

Balezo Guillaume, Trullo Roger, Pla Planas Albert, Decencière Etienne, Walter Thomas (2026). MIPHEI-ViT: Multiplex immunofluorescence prediction from H&E images using ViT foundation models. Computers in Biology and Medicine, 206, 111564.
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Interpretable HER2 scoring by evaluating clinical guidelines through a weakly supervised, constrained deep learning approach

Published in Computerized Medical Imaging and Graphics, 2023

Weakly supervised, constrained deep learning approach for interpretable HER2 scoring aligned with clinical guidelines.

Pham Manh-Dan, Balezo Guillaume, Tilmant Cyprien, Petit Stephanie, Salmon Isabelle, Hadj Sama Ben, Fick Rutger HJ (2023). Interpretable HER2 scoring by evaluating clinical guidelines through a weakly supervised, constrained deep learning approach. Computerized Medical Imaging and Graphics.
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Conference Papers

Efficient Fine-Tuning of DINOv3 Pretrained on Natural Images for Atypical Mitotic Figure Classification in MIDOG 2025

Published in MICCAI 2025 - MIDOG Workshop, 2025

LoRA fine-tuning of DINOv3 for atypical mitotic figure classification across domains — 1st place (Task 2), MIDOG 2025.

Balezo Guillaume, Bourgade Raphaël, Walter Thomas (2025). Efficient Fine-Tuning of DINOv3 Pretrained on Natural Images for Atypical Mitotic Figure Classification in MIDOG 2025. MIDOG 2025 Challenge (MICCAI).
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Robust Pan-Cancer Mitotic Figure Detection with YOLOv12

Published in MICCAI 2025 - MIDOG Workshop, 2025

YOLOv12-based mitotic figure detection across domains — 2nd place (Task 1), MIDOG 2025.

Bourgade Raphaël, Balezo Guillaume, Feki Hana, Monier Lily, Blons Matthieu, Blondel Alice, Loussouarn Delphine, Vincent-Salomon Anne, Walter Thomas (2025). Robust Pan-Cancer Mitotic Figure Detection with YOLOv12. MIDOG 2025 Challenge (MICCAI).
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Enabling collagen quantification on HE-stained slides through stain deconvolution and restained HE-HES

Published in IEEE International Symposium on Biomedical Imaging (ISBI 2023), 2023

Deep learning method for collagen quantification on H&E slides via stain deconvolution using HE-HES restained datasets.

Balezo Guillaume, Bertram Christof A., Tilmant Cyprien, Petit Stéphanie, Ben Hadj Saima, Fick Rutger H.J. (2023). Enabling collagen quantification on HE-stained slides through stain deconvolution and restained HE-HES. ISBI 2023.
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Automatic grading of cervical biopsies by combining full and self-supervision

Published in ECCV 2022 Workshop on AI for Medicine and Intelligent Analysis (AIMIA), 2022

Combining full supervision and self-supervision for automatic grading of cervical biopsies from histological images.

Lubrano di Scandalea Mélanie, Lazard Tristan, Balezo Guillaume, Berlemont Sylvain, Walter Thomas (2022). Automatic grading of cervical biopsies by combining full and self-supervision. ECCV 2022 AIMIA Workshop.
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