MedVIGIL: Evaluating Trustworthy Medical VLMs Under Broken Visual Evidence
MedVIGIL: 在视觉证据受损下评估可信的医学视觉语言模型
Hanqi Jiang, Junhao Chen, Mingyu Kang, Hyeokjae Kwon, Yi Pan, Lifeng Chen, Weihang You, Haozhen Gong, Ruiyu Yan, Jinglei Lv, Lin Zhao, Hui Ren, Quanzheng Li, Tianming Liu, Xiang Li
机构
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University of Georgia（佐治亚大学）
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Harvard Medical School（哈佛医学院）
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Chungbuk National University（Chungbuk国立大学）
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Chungnam National University Hospital（Chungnam国立大学医院）
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National University of Singapore（新加坡国立大学）
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New York University（纽约大学）
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University of Sydney（悉尼大学）
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New Jersey Institute of Technology（新泽西理工学院）
Naturalistic Computational Cognitive Science: Towards generalizable models and theories that capture the full range of natural behavior
自然主义计算认知科学：迈向能够捕捉自然行为全范围的通用模型与理论
Wilka Carvalho, Andrew Lampinen
机构
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Kempner Institute for the Study of Natural and Artificial Intelligence（Kempner自然与人工智能研究学院）
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Harvard University（哈佛大学）
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Google DeepMind（谷歌DeepMind）
Towards Brain MRI Foundation Models for the Clinic: Findings from the FOMO25 Challenge
面向临床的大脑MRI基础模型：来自FOMO25挑战赛的发现
Asbjørn Munk, Stefano Cerri, Vardan Nersesjan, Christian Hedeager Krag, Jakob Ambsdorf, Pablo Rocamora García, Julia Machnio, Peirong Liu, Suhyun Ahn, Nasrin Akbari, Yasmina Al Khalil, Kimberly Amador, Sina Amirrajab, Tal Arbel, Meritxell Bach Cuadra, Ujjwal Baid, Bhakti Baheti, Jaume Banus, Kamil Barbierik, Christoph Brune, Yansong Bu, Baptiste Callard, Yuhan Chen, Cornelius Crijnen, Corentin Dancette, Peter Drotar, Prasad Dutande, Nils D. Forkert, Saurabh Garg, Jakub Gazda, Matej Gazda, Benoît Gérin, Partha Ghosh, Weikang Gong, Pedro M. Gordaliza, Sam Hashemi, Tobias Heimann, Fucang Jia, Jiexin Jiang, Emily Kaczmarek, Chris Kang, Seung Kwan Kang, Mohammad Khazaei, Julien Khlaut, Petros Koutsouvelis, Jae Sung Lee, Yuchong Li, Mengye Lyu, Mingchen Ma, Anant Madabhushi, Klaus H. Maier-Hein, Pierre Manceron, Andrés Martínez Mora, Moona Mazher, Felix Meister, Nataliia Molchanova, Steven A. Niederer, Leonard Nürnberg, Jinah Park, Abdul Qayyum, Jonas Richiardi, Antoine Saporta, Branislav Setlak, Ning Shen, Justin Szeto, Constantin Ulrich, Puru Vaish, Vibujithan Vigneshwaran, Leroy Volmer, Zihao Wang, Siqi Wei, Anthony Winder, Jelmer M. Wolterink, Maxence Wynen, Chang Yang, Si Young Yie, Mostafa Mehdipour Ghazi, Akshay Pai, Espen Jimenez Solem, Sebastian Nørgaard Llambias, Mikael Boesen, Michael Eriksen Benros, Juan Eugenio Iglesias, Mads Nielsen
机构
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organization= Department of Computer Science, University of Copenhagen , city= Copenhagen , country= Denmark
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organization= Pioneer Centre for AI , city= Copenhagen , country= Denmark
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organization= Copenhagen Research Centre for Biological
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Precision Psychiatry, Mental Health Centre Copenhagen, Copenhagen University Hospital , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
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organization= Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital
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Harvard Medical School , city= Boston , state= Massachusetts , country= USA
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Artificial Intelligence Laboratory, Massachusetts Institute of Technology , city= Boston , state= Massachusetts , country= USA
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organization= Johns Hopkins University , city= Baltimore , state= Maryland , country= USA
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organization= Radiological AI Testcenter (RAIT) , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
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organization= Copenhagen University Hospital, Rigshospitalet , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
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organization= Copenhagen University Hospital, Bispebjerg \& Frederiksberg Hospital , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
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organization= Department of Clinical Medicine, Faculty of Health
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Medical Sciences, University of Copenhagen , city= Copenhagen , country= Denmark
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organization= Division of Medical Image Computing, German Cancer Research Center (DKFZ) , city= Heidelberg , country= Germany
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organization= University of British Columbia , city= Vancouver , state= British Columbia , country= Canada
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organization= Hawkes Institute, Department of Computer Science, University College London , city= London , country= United Kingdom
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Lung Institute, Faculty of Medicine, Imperial College London , city= London , country= United Kingdom
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organization= Department of Applied Mathematics, Technical Medical Centre, University of Twente , city= Enschede , country= Netherlands
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organization= IISLAB, Technical University of Košice , city= Košice , country= Slovakia
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organization= 2nd Department of Internal Medicine, Pavol Jozef Safarik University
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L Pasteur University Hospital , city= Košice , country= Slovakia
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organization= Fudan University , city= Shanghai , country= China
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organization= Shenzhen Technology University , city= Shenzhen , country= China
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organization= Department of Radiology, Lausanne University Hospital
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University of Lausanne , city= Lausanne , country= Switzerland
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organization= Louvain Neuroinflammation Imaging Lab (NIL), Université Catholique de Louvain , city= Brussels , country= Belgium
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organization= University of Applied Sciences
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organization= CIBM Center for Biomedical Imaging , city= Lausanne , country= Switzerland
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organization= Department of Radiation Oncology (Maastro), GROW Research Institute for Oncology
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Reproduction, Maastricht University Medical Centre+ , city= Maastricht , country= The Netherlands
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organization= Department of Biomedical Engineering, Medical Image Analysis, Eindhoven University of Technology , city= Eindhoven , country= The Netherlands
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organization= Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences , city= Shenzhen , country= China
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organization= McGill University
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Mila - Quebec AI Institute , city= Montreal , country= Canada
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organization= Hotchkiss Brain Institute
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Department of Radiology, University of Calgary , city= Calgary , state= Alberta , country= Canada
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organization= Department of Radiology, University of Calgary , city= Calgary , state= Alberta , country= Canada
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organization= Alberta Children's Hospital Research Institute, Department of Clinical Neuroscience, University of Calgary , city= Calgary , state= Alberta , country= Canada
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organization= The Wallace H. Coulter Department of Biomedical Engineering, Georgia Tech
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Emory University , city= Atlanta , state= Georgia , country= USA
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organization= SGGS College of Engineering
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organization= Seoul National University , city= Seoul , country= South Korea
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organization= The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology
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Reproduction, Maastricht University , city= Maastricht , country= The Netherlands
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organization= Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School , city= Boston , state= Massachusetts , country= USA
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Nuclear Medicine, CARIM \& GROW, Maastricht University , city= Maastricht , country= The Netherlands
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organization= Department of Radiation Oncology, Dana-Farber Cancer Institute, Brigham
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Women’s Hospital, Harvard Medical School , city= Boston , state= Massachusetts , country= USA
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Learning Group, Heidelberg University Hospital , city= Heidelberg , country= Germany
