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A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
Future Blog Post
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Blog Post number 4
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 2
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 1
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
portfolio
Big Brother Project (2017 - 2018)
Published:
Real-time face detection, tracking, and identification from video.
Deep Football Analysis — Player & Referee Detection (2018)
Published:
Detecting and tracking players and referees in football match videos with possession metrics.
Kaggle Competition: Pneumothorax Segmentation — Top 7% Bronze Medal (2019)
Published:
U-Net with EfficientNet-B4 for pneumothorax segmentation on chest X-rays; ranked 98/1475.
Predicting Poverty from Satellite Imagery (2020)
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Predicting wealth levels across African regions from satellite imagery and nighttime light data.
Implementation of A-LAMP: Adaptive Layout-Aware Multi-Patch Deep CNN for Photo Aesthetic Assessment (2021)
Published:
Implementation of A-LAMP for photo aesthetic quality assessment on the AVA dataset.
EFTD: Efficient Fine-Tuning of DINOv3 for Atypical Mitotic Figure Classification (2025)
Published:
Winning Solution of Task 2 MIDOG 2025 (MICCAI 2025) - We finetune DINOv3-H+ model with LoRA for atypical mitotic figure classification across scanner and tissue domains
MIPHEI-ViT: Multiplex Immunofluorescence Prediction from H&E Images (2025)
Published:
Predicting multiplex immunofluorescence marker expression from H&E whole slide images using ViT foundation models.
publications
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.
Recommended citation: 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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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.
Recommended citation: 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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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.
Recommended citation: 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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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.
Recommended citation: 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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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.
Recommended citation: 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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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.
Recommended citation: 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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talks
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.