Chantal Pellegrini

25 papers A* 1Journal 18Unranked 6
YearRankTypeTitle / Venue / Authors
2026 J jnl
Calibrated Confidence Expression for Radiology Report Generation.
CoRR
David Bani-Harouni, Chantal Pellegrini, Julian Lüers, Su Hwan Kim, Markus Baalmann, Benedikt Wiestler, Rickmer Braren, Nassir Navab, Matthias Keicher
2026 J jnl
Prototype-Based Knowledge Guidance for Fine-Grained Structured Radiology Reporting.
CoRR
Chantal Pellegrini, Adrian Delchev, Ege Özsoy, Nassir Navab, Matthias Keicher
2025 J jnl
EgoExOR: An Ego-Exo-Centric Operating Room Dataset for Surgical Activity Understanding.
CoRR
Ege Özsoy, Arda Mamur, Felix Tristram, Chantal Pellegrini, Magdalena Wysocki, Benjamin Busam, Nassir Navab
2025 J jnl
From EHRs to Patient Pathways: Scalable Modeling of Longitudinal Health Trajectories with LLMs.
CoRR
Chantal Pellegrini, Ege Özsoy, David Bani-Harouni, Matthias Keicher, Nassir Navab
2025 J jnl
Language Agents for Hypothesis-driven Clinical Decision Making with Reinforcement Learning.
CoRR
David Bani-Harouni, Chantal Pellegrini, Ege Özsoy, Matthias Keicher, Nassir Navab
2025 — conf
Location-Free Scene Graph Generation.
CVPR Workshops
Ege Özsoy, Felix Holm, Chantal Pellegrini, Tobias Czempiel, Mahdi Saleh, Nassir Navab, Benjamin Busam
2025 A* conf
MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments.
CVPR
Ege Özsoy, Chantal Pellegrini, Tobias Czempiel, Felix Tristram, Kun Yuan, David Bani-Harouni, Ulrich Eck, Benjamin Busam, Matthias Keicher, Nassir Navab
2025 J jnl
MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments.
CoRR
Ege Özsoy, Chantal Pellegrini, Tobias Czempiel, Felix Tristram, Kun Yuan, David Bani-Harouni, Ulrich Eck, Benjamin Busam, Matthias Keicher, Nassir Navab
2025 J jnl
ORQA: A Benchmark and Foundation Model for Holistic Operating Room Modeling.
CoRR
Ege Özsoy, Chantal Pellegrini, David Bani-Harouni, Kun Yuan, Matthias Keicher, Nassir Navab
2025 J jnl
Rewarding Doubt: A Reinforcement Learning Approach to Confidence Calibration of Large Language Models.
CoRR
Paul Stangel, David Bani-Harouni, Chantal Pellegrini, Ege Özsoy, Kamilia Zaripova, Matthias Keicher, Nassir Navab
2025 J jnl
SpeechCT-CLIP: Distilling Text-Image Knowledge to Speech for Voice-Native Multimodal CT Analysis.
CoRR
Lukas Buess, Jan Geier, David Bani-Harouni, Chantal Pellegrini, Matthias Keicher, Paula Andrea Pérez-Toro, Nassir Navab, Andreas K. Maier, Tomás Arias-Vergara
2024 — conf
ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain Modeling.
MICCAI (6)
Ege Özsoy, Chantal Pellegrini, Matthias Keicher, Nassir Navab
2024 J jnl
ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain Modeling.
CoRR
Ege Özsoy, Chantal Pellegrini, Matthias Keicher, Nassir Navab
2023 — conf
LABRAD-OR: Lightweight Memory Scene Graphs for Accurate Bimodal Reasoning in Dynamic Operating Rooms.
MICCAI (9)
Ege Özsoy, Tobias Czempiel, Felix Holm, Chantal Pellegrini, Nassir Navab
2023 J jnl
LABRAD-OR: Lightweight Memory Scene Graphs for Accurate Bimodal Reasoning in Dynamic Operating Rooms.
CoRR
Ege Özsoy, Tobias Czempiel, Felix Holm, Chantal Pellegrini, Nassir Navab
2023 J jnl
RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance.
CoRR
Chantal Pellegrini, Ege Özsoy, Benjamin Busam, Nassir Navab, Matthias Keicher
2023 — conf
Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting.
MICCAI (5)
Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Nassir Navab
2023 J jnl
Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology Reporting.
CoRR
Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Nassir Navab
2023 J jnl
Unsupervised pre-training of graph transformers on patient population graphs.
Medical Image Anal.
Chantal Pellegrini, Nassir Navab, Anees Kazi
2023 — conf
Xplainer: From X-Ray Observations to Explainable Zero-Shot Diagnosis.
MICCAI (5)
Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Petra Jiraskova, Rickmer Braren, Nassir Navab
2023 J jnl
Xplainer: From X-Ray Observations to Explainable Zero-Shot Diagnosis.
CoRR
Chantal Pellegrini, Matthias Keicher, Ege Özsoy, Petra Jiraskova, Rickmer Braren, Nassir Navab
2022 J jnl
Geometry-Aware Neural Solver for Fast Bayesian Calibration of Brain Tumor Models.
IEEE Trans. Medical Imaging
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
2022 J jnl
Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions.
CoRR
Chantal Pellegrini, Anees Kazi, Nassir Navab
2022 J jnl
Unsupervised pre-training of graph transformers on patient population graphs.
CoRR
Chantal Pellegrini, Nassir Navab, Anees Kazi
2021 — conf
Exploiting Food Embeddings for Ingredient Substitution.
HEALTHINF
Chantal Pellegrini, Ege Özsoy, Monika Wintergerst, Georg Groh