publications

Journal Articles

2025

  1. Hierarchical Vision Transformers for prostate biopsy grading: Towards bridging the generalization gap 
    Clément Grisi, Kimmo Kartasalo, Martin Eklund, and 3 more authors
    Medical Image Analysis, 2025
    Paper Code

Conference Papers

2026

  1. Predicting Biochemical Recurrence from Prostatectomy Slides: The LEOPARD Challenge
    Khrystyna Faryna*, Clément Grisi*, Nefise Uysal, and 48 more authors
    Medical Imaging with Deep Learning (MIDL), Short Papers (*equal contribution), 2026
    Paper

2024

  1. Masked Attention as a Mechanism for Improving Interpretability of Vision Transformers
    Clément Grisi, Geert Litjens, and Jeroen van der Laak
    Medical Imaging with Deep Learning (MIDL), 2024
    Paper

2023

  1. Hierarchical Vision Transformers for Context-Aware Prostate Cancer Grading in Whole Slide Images
    Clément Grisi, Geert Litjens, and Jeroen van der Laak
    Medical Imaging Workshop, NeurIPS, 2023
    Paper

Preprints

2026

  1. Deep Learning From Routine Histology Improves Risk Stratification for Biochemical Recurrence in Prostate Cancer
    Clément Grisi, Khrystyna Faryna, Nefise Uysal, and 11 more authors
    2026
    Paper
  2. Designing UNICORN: a Unified Benchmark for Imaging in Computational Pathology, Radiology, and Natural Language
    Michelle Stegeman*, Clément Grisi*, Lena Philipp*, and 19 more authors
     (*equal contribution), 2026
    Paper
  3. A Distributional Robustness Margin For Pathology Foundation Models
    Clément Grisi, Jeroen van der Laak, and Geert Litjens
    2026
    Paper Code

Co-authored Work

2026

  1. Towards Patient-Level Gleason Grading from AI-Based Analysis of Individual Sections
    Nefise Uysal, Clément Grisi, Khrystyna Faryna, and 2 more authors
    Scientific Reports, 2026
    Paper
  2. The Evolution of Prostate Cancer Grading: From Gleason Score to Risk Taxonomy and the Artificial Intelligence Revolution
    Enrico Munari, Pietro Antonini, Luca Cima, and 10 more authors
    Virchows Archiv, 2026
    Paper

2025

  1. Label-Free Concept Based Multiple Instance Learning for Gigapixel Histopathology
    Susu Sun, Leslie Tessier, Frédérique Meeuwsen, and 4 more authors
    2025
    Paper
  2. A Balancing Act: Optimizing Classification and Retrieval in Cross-Modal Vision Models
    Judith Lefkes, Clément Grisi, and Geert Litjens
    Medical Imaging with Deep Learning (MIDL), 2025
    Paper