MuellerPT: Decomposition Driven Pretraining for Dense Learning in Mueller Polarimetry
MuellerPT: 穆勒偏振测量中密集学习的分解驱动预训练
Adam Tlemsani, Yingdian Li, Maxime Giot, Naim Slim, Christopher J. Peters, Abhijeet Ghosh, Daniel S. Elson
机构
*
Department of Computing, Imperial College London（帝国理工学院计算机系）
；
Hamlyn Centre for Robotic Surgery, Imperial College London（帝国理工学院机器人外科中心）
；
Department of Surgery and Cancer, Imperial College London（帝国理工学院外科与癌症系）
；
Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences（中国科学院西安光学精密机械研究所）
；
University of Chinese Academy of Sciences（中国科学院大学）
DDX-TRACE: A Benchmark for Medical Diagnostic Trajectories in VLMs
DDX-TRACE: 视觉语言模型中医学诊断轨迹的基准
Jiazhen Pan, Weixiang Shen, Jun Li, Julian Canisius, Felix Bitzer, Paula Roßmüller, Jiancheng Yang, Virginie Kreutzinger, Daniel Rueckert, Benedikt Wiestler
机构
*
Technical University of Munich（慕尼黑技术大学）
；
TUM University Hospital（TUM大学医院）
；
Munich Center for Machine Learning（慕尼黑机器学习中心）
；
LMU Munich（慕尼黑大学）
；
Aalto University（阿尔托大学）
；
Imperial College London（伦敦帝国学院）
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
*
organization= Department of Computer Science, University of Copenhagen , city= Copenhagen , country= Denmark
；
organization= Pioneer Centre for AI , city= Copenhagen , country= Denmark
；
organization= Copenhagen Research Centre for Biological
；
Precision Psychiatry, Mental Health Centre Copenhagen, Copenhagen University Hospital , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital
；
Harvard Medical School , city= Boston , state= Massachusetts , country= USA
；
Artificial Intelligence Laboratory, Massachusetts Institute of Technology , city= Boston , state= Massachusetts , country= USA
；
organization= Johns Hopkins University , city= Baltimore , state= Maryland , country= USA
；
organization= Radiological AI Testcenter (RAIT) , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Copenhagen University Hospital, Rigshospitalet , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Copenhagen University Hospital, Bispebjerg \& Frederiksberg Hospital , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Department of Clinical Medicine, Faculty of Health
；
Medical Sciences, University of Copenhagen , city= Copenhagen , country= Denmark
；
organization= Division of Medical Image Computing, German Cancer Research Center (DKFZ) , city= Heidelberg , country= Germany
；
organization= University of British Columbia , city= Vancouver , state= British Columbia , country= Canada
；
organization= Hawkes Institute, Department of Computer Science, University College London , city= London , country= United Kingdom
；
Lung Institute, Faculty of Medicine, Imperial College London , city= London , country= United Kingdom
；
organization= Department of Applied Mathematics, Technical Medical Centre, University of Twente , city= Enschede , country= Netherlands
；
organization= IISLAB, Technical University of Košice , city= Košice , country= Slovakia
；
organization= 2nd Department of Internal Medicine, Pavol Jozef Safarik University
；
L Pasteur University Hospital , city= Košice , country= Slovakia
；
organization= Fudan University , city= Shanghai , country= China
；
organization= Shenzhen Technology University , city= Shenzhen , country= China
；
organization= Department of Radiology, Lausanne University Hospital
；
University of Lausanne , city= Lausanne , country= Switzerland
；
organization= Louvain Neuroinflammation Imaging Lab (NIL), Université Catholique de Louvain , city= Brussels , country= Belgium
；
organization= University of Applied Sciences
；
organization= CIBM Center for Biomedical Imaging , city= Lausanne , country= Switzerland
；
organization= Department of Radiation Oncology (Maastro), GROW Research Institute for Oncology
；
Reproduction, Maastricht University Medical Centre+ , city= Maastricht , country= The Netherlands
；
organization= Department of Biomedical Engineering, Medical Image Analysis, Eindhoven University of Technology , city= Eindhoven , country= The Netherlands
；
organization= Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences , city= Shenzhen , country= China
；
organization= McGill University
；
Mila - Quebec AI Institute , city= Montreal , country= Canada
；
organization= Hotchkiss Brain Institute
；
Department of Radiology, University of Calgary , city= Calgary , state= Alberta , country= Canada
；
organization= Department of Radiology, University of Calgary , city= Calgary , state= Alberta , country= Canada
；
organization= Alberta Children's Hospital Research Institute, Department of Clinical Neuroscience, University of Calgary , city= Calgary , state= Alberta , country= Canada
；
organization= The Wallace H. Coulter Department of Biomedical Engineering, Georgia Tech
；
Emory University , city= Atlanta , state= Georgia , country= USA
；
organization= SGGS College of Engineering
；
organization= Seoul National University , city= Seoul , country= South Korea
；
organization= The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology
；
Reproduction, Maastricht University , city= Maastricht , country= The Netherlands
；
organization= Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School , city= Boston , state= Massachusetts , country= USA
；
Nuclear Medicine, CARIM \& GROW, Maastricht University , city= Maastricht , country= The Netherlands
；
organization= Department of Radiation Oncology, Dana-Farber Cancer Institute, Brigham
；
Women’s Hospital, Harvard Medical School , city= Boston , state= Massachusetts , country= USA
；
Learning Group, Heidelberg University Hospital , city= Heidelberg , country= Germany
CapTrack: Multifaceted Evaluation of Forgetting in LLM Post-Training
CapTrack: 大语言模型后训练中遗忘的多方面评估
Lukas Thede, Stefan Winzeck, Zeynep Akata, Jonathan Richard Schwarz
机构
*
Thomson Reuters Foundational Research（汤姆森路透基础研究）
；
Tübingen AI Center, University of Tübingen（图宾根人工智能中心，图宾根大学）
；
Munich Center for Machine Learning (MCML), Technical University Munich（慕尼黑机器学习中心（MCML），慕尼黑技术大学）
；
Imperial College London（伦敦帝国理工学院）
Online Learning with Multiple Fairness Regularizers via Graph-Structured Feedback
通过图结构反馈进行多重公平正则化器的在线学习
Quan Zhou, Jakub Marecek, Robert Shorten
机构
*
Department of Mathematics, National University of Singapore（新加坡国立大学数学系）
；
Department of Computer Science, Czech Technical University（捷克技术大学计算机科学系）
；
Dyson School of Design Engineering, Imperial College London（伦敦帝国理工学院设计工程戴森学院）
；
Imperial College London（伦敦帝国理工学院）
