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Chantal Pellegrini
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2020 – today
- 2025
- [c7]Ege Özsoy, Felix Holm, Chantal Pellegrini, Tobias Czempiel, Mahdi Saleh, Nassir Navab, Benjamin Busam:
Location-Free Scene Graph Generation. CVPR Workshops 2025: 108-117 - [c6]Ege Özsoy, Chantal Pellegrini, Tobias Czempiel, Felix Tristram, Kun Yuan, David Bani-Harouni, Ulrich Eck, Benjamin Busam, Matthias Keicher, Nassir Navab:
MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments. CVPR 2025: 19378-19389 - [i13]Ege Özsoy, Chantal Pellegrini, Tobias Czempiel, Felix Tristram, Kun Yuan, David Bani-Harouni, Ulrich Eck, Benjamin Busam, Matthias Keicher, Nassir Navab:
MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments. CoRR abs/2503.02579 (2025) - [i12]Paul Stangel, David Bani-Harouni, Chantal Pellegrini, Ege Özsoy, Kamilia Zaripova, Matthias Keicher, Nassir Navab:
Rewarding Doubt: A Reinforcement Learning Approach to Confidence Calibration of Large Language Models. CoRR abs/2503.02623 (2025) - [i11]Ege Özsoy, Chantal Pellegrini, David Bani-Harouni, Kun Yuan, Matthias Keicher, Nassir Navab:
ORQA: A Benchmark and Foundation Model for Holistic Operating Room Modeling. CoRR abs/2505.12890 (2025) - [i10]Ege Özsoy, Arda Mamur, Felix Tristram, Chantal Pellegrini, Magdalena Wysocki, Benjamin Busam, Nassir Navab:
EgoExOR: An Ego-Exo-Centric Operating Room Dataset for Surgical Activity Understanding. CoRR abs/2505.24287 (2025) - [i9]Chantal Pellegrini, Ege Özsoy, David Bani-Harouni, Matthias Keicher, Nassir Navab:
From EHRs to Patient Pathways: Scalable Modeling of Longitudinal Health Trajectories with LLMs. CoRR abs/2506.04831 (2025) - [i8]David Bani-Harouni, Chantal Pellegrini, Ege Özsoy, Matthias Keicher, Nassir Navab:
Language Agents for Hypothesis-driven Clinical Decision Making with Reinforcement Learning. CoRR abs/2506.13474 (2025) - 2024
- [c5]Ege Özsoy, Chantal Pellegrini, Matthias Keicher, Nassir Navab:
ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain Modeling. MICCAI (6) 2024: 455-465 - [i7]Ege Özsoy, Chantal Pellegrini, Matthias Keicher, Nassir Navab:
ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain Modeling. CoRR abs/2404.07031 (2024) - 2023
- [j2]Chantal Pellegrini
, Nassir Navab
, Anees Kazi:
Unsupervised pre-training of graph transformers on patient population graphs. Medical Image Anal. 89: 102895 (2023) - [c4]Ege Özsoy, Tobias Czempiel, Felix Holm, Chantal Pellegrini, Nassir Navab:
LABRAD-OR: Lightweight Memory Scene Graphs for Accurate Bimodal Reasoning in Dynamic Operating Rooms. MICCAI (9) 2023: 302-311 - [c3]Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Nassir Navab:
Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting. MICCAI (5) 2023: 409-419 - [c2]Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Petra Jiraskova, Rickmer Braren, Nassir Navab:
Xplainer: From X-Ray Observations to Explainable Zero-Shot Diagnosis. MICCAI (5) 2023: 420-429 - [i6]Ege Özsoy, Tobias Czempiel, Felix Holm, Chantal Pellegrini, Nassir Navab:
LABRAD-OR: Lightweight Memory Scene Graphs for Accurate Bimodal Reasoning in Dynamic Operating Rooms. CoRR abs/2303.13293 (2023) - [i5]Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Petra Jiraskova, Rickmer Braren, Nassir Navab:
Xplainer: From X-Ray Observations to Explainable Zero-Shot Diagnosis. CoRR abs/2303.13391 (2023) - [i4]Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Nassir Navab:
Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting. CoRR abs/2307.05766 (2023) - [i3]Chantal Pellegrini, Ege Özsoy, Benjamin Busam, Nassir Navab, Matthias Keicher:
RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance. CoRR abs/2311.18681 (2023) - 2022
- [j1]Ivan Ezhov
, Tudor Mot, Suprosanna Shit
, Jana Lipková
, Johannes C. Paetzold, Florian Kofler
, Chantal Pellegrini
, Marcel Kollovieh, Fernando Navarro
, Hongwei Li
, Marie Metz, Benedikt Wiestler
, Bjoern H. Menze
:
Geometry-Aware Neural Solver for Fast Bayesian Calibration of Brain Tumor Models. IEEE Trans. Medical Imaging 41(5): 1269-1278 (2022) - [i2]Chantal Pellegrini, Anees Kazi, Nassir Navab:
Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions. CoRR abs/2203.12616 (2022) - [i1]Chantal Pellegrini, Nassir Navab, Anees Kazi:
Unsupervised pre-training of graph transformers on patient population graphs. CoRR abs/2207.10603 (2022) - 2021
- [c1]Chantal Pellegrini
, Ege Özsoy, Monika Wintergerst
, Georg Groh:
Exploiting Food Embeddings for Ingredient Substitution. HEALTHINF 2021: 67-77
Coauthor Index

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