医学 AI

CausalStep: A Benchmark for Explicit Stepwise Causal Reasoning in Videos

Xuchen Li, Xuzhao Li, Shiyu Hu, Kaiqi Huang, Wentao Zhang

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

Comments Preprint, Under review

SecurePose: Automated Face Blurring and Human Movement Kinematics Extraction from Videos Recorded in Clinical Settings

Rishabh Bajpai, Bhooma Aravamuthan

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

SAMEP: A Secure Protocol for Persistent Context Sharing Across AI Agents

Hari Masoor

机构 * Independent Researcher（独立研究者） 纠错

专题命中 医学数据与评测 ：healthcare AI(abstract)；分类 cs.LG

Comments 7 pages, 4 figures, 3 implementation examples. Original work submitted as a preprint

WASABI: A Metric for Evaluating Morphometric Plausibility of Synthetic Brain MRIs

Bahram Jafrasteh, Wei Peng, Cheng Wan, Yimin Luo, Ehsan Adeli, Qingyu Zhao

机构 * Department of Radiology, Weill Cornell Medicine, New York, NY, USA（放射科，韦尔·科恩医学中心，纽约，纽约州，美国） ； Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA（精神病学与行为科学系，斯坦福大学，斯坦福，加利福尼亚州，美国） ； Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA（电气与计算机工程系，康奈尔大学，伊萨卡，纽约州，美国） 纠错

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV

Estimating Dataset Dimension via Singular Metrics under the Manifold Hypothesis: Application to Inverse Problems

Paola Causin, Alessio Marta

机构 * Dept. of Mathematics, University of Milan（米兰大学数学系） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

Steps Adaptive Decay DPSGD: Enhancing Performance on Imbalanced Datasets with Differential Privacy with HAM10000

Xiaobo Huang, Fang Xie

机构 * Guangdong Provincial Key Laboratory of IRADS（广东省级IRADS关键实验室） ； Beijing Normal-Hong Kong Baptist University（北京师范大学-香港 Baptist大学） 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.LG

PiCME: Pipeline for Contrastive Modality Evaluation and Encoding in the MIMIC Dataset

Michal Golovanevsky, Pranav Mahableshwarkar, Carsten Eickhoff, Ritambhara Singh

机构 * Department of Computer Science（计算机科学系） ； Brown University（布朗大学） ； Institute for Bioinformatics and Medical Informatics（生物信息学与医学信息学研究所） ； University of Tübingen（图宾根大学） ； Center for Computational Molecular Biology（计算分子生物学中心） 纠错

专题命中 医学数据与评测 ：radiology(abstract)；分类 cs.LG

AdaptoVision: A Multi-Resolution Image Recognition Model for Robust and Scalable Classification

Md. Sanaullah Chowdhury Lameya Sabrin

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV

Unsupervised contrastive analysis for anomaly detection in brain MRIs via conditional diffusion models

Cristiano Patrício, Carlo Alberto Barbano, Attilio Fiandrotti, Riccardo Renzulli, Marco Grangetto, Luis F. Teixeira, João C. Neves

机构 * University of Turin（都灵大学） 纠错

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV

Comments Under consideration at Pattern Recognition Letters

Deep Unlearn: Benchmarking Machine Unlearning for Image Classification

Xavier F. Cadet, Anastasia Borovykh, Mohammad Malekzadeh, Sara Ahmadi-Abhari, Hamed Haddadi

机构 * Imperial College London（伦敦帝国理工学院） ； Nokia Bell Labs（诺基亚贝尔实验室） 纠错

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.LG

Comments Accepted at EuroS&P 2025

Equitable Federated Learning with NCA

Nick Lemke, Mirko Konstantin, Henry John Krumb, John Kalkhof, Jonathan Stieber, Anirban Mukhopadhyay

机构 * Technical University of Darmstadt（达姆斯塔特技术大学） 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV

Review learning: Real world validation of privacy preserving continual learning across medical institutions

Jaesung Yoo, Sunghyuk Choi, Ye Seul Yang, Suhyeon Kim, Jieun Choi, Dongkyeong Lim, Yaeji Lim, Hyung Joon Joo, Dae Jung Kim, Rae Woong Park, Hyeong-Jin Yoon, Kwangsoo Kim

机构 * organization= School of Electrical Engineering, Korea University ； organization= Department of Biomedical Engineering, Seoul National University College of Medicine ； organization= Department of Medicine, Seoul National University College of Medicine ； organization= Department of Applied Statistics, Chung-Ang University ； organization= Department of Cardiology, Cardiovascular Center, College of Medicine, Korea University ； organization= Department of Endocrinology ； Metabolism, School of Medicine, Ajou University ； organization= Department of Biomedical Informatics, School of Medicine, Ajou University ； organization= Transdisciplinary Department of Medicine \& Advanced Technology, Seoul National University Hospital 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG

Journal ref Computers in biology and medicine 192 (2025)

Open Set Recognition for Endoscopic Image Classification: A Deep Learning Approach on the Kvasir Dataset

Kasra Moazzami, Seoyoun Son, John Lin, Sun Min Lee, Daniel Son, Hayeon Lee, Jeongho Lee, Seongji Lee

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV

Comments 9 pages, 3 figures, 3 tables

Automatic dataset shift identification to support safe deployment of medical imaging AI

Mélanie Roschewitz, Raghav Mehta, Charles Jones, Ben Glocker

机构 * Imperial College London（伦敦帝国学院） 纠错

专题命中 医学数据与评测 ：clinical AI(abstract)；分类 cs.CV

Comments Accepted at MICCAI 2025. This version is an extended version with additional experimental results. Code available at https://github.com/biomedia-mira/shift_identification

Magneto: Combining Small and Large Language Models for Schema Matching

Yurong Liu, Eduardo Pena, Aecio Santos, Eden Wu, Juliana Freire

机构 * New York University ； Federal University of Technology Paran\' a 纠错

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

Beyond the First Read: AI-Assisted Perceptual Error Detection in Chest Radiography Accounting for Interobserver Variability

Adhrith Vutukuri, Akash Awasthi, David Yang, Carol C. Wu, Hien Van Nguyen

机构 * High School Student（高中学生） ； PhD Candidate（博士生） ； Department of Electrical and Computer Engineering University of Houston（电气与计算机工程系，休斯顿大学） ； Department of Computer Science Emory University（计算机科学系，埃默里大学） ； Department of Thoracic Imaging, Division of Diagnostic Imaging The University of Texas MD Anderson Cancer Center, Houston, TX（胸腔成像部，诊断影像学分会，德克萨斯大学MD安德森癌症中心，休斯顿，TX） 纠错

专题命中 医学数据与评测 ：radiology(abstract)；分类 cs.CV

Comments 25 pages

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis

Jianhui Wei, Zikai Xiao, Danyu Sun, Luqi Gong, Zongxin Yang, Zuozhu Liu, Jian Wu

机构 * Zhejiang University（浙江大学） ； Zhejiang Lab（浙江实验室） ； Harvard University（哈佛大学） ； Zhejiang Key Laboratory of Medical Imaging Artificial Intelligence（浙江省医学影像人工智能重点实验室） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

SurgRIPE challenge: Benchmark of Surgical Robot Instrument Pose Estimation

Haozheng Xu, Alistair Weld, Chi Xu, Alfie Roddan, Joao Cartucho, Mert Asim Karaoglu, Alexander Ladikos, Yangke Li, Yiping Li, Daiyun Shen, Geonhee Lee, Seyeon Park, Jongho Shin, Young-Gon Kim, Lucy Fothergill, Dominic Jones, Pietro Valdastri, Duygu Sarikaya, Stamatia Giannarou

机构 * The Hamlyn Centre for Robotic Surgery, Imperial College London, United Kingdom ； ImFusion GmbH, Munich, Germany ； Technical University of Munich, Munich, Germany ； Eindhoven University of Technology, Eindhoven, Netherlands ； Department of Engineering Physics, Tsinghua University, Beijing, China ； Department of Transdisciplinary Medicine, Seoul National University Hospital, South Korea ； School of Computing, University of Leeds, United Kingdom ； STORMLab, University of Leeds, United Kingdom 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV

Comments 35 pages, 18 figures, journal paper

Real-Time Feedback and Benchmark Dataset for Isometric Pose Evaluation

Abhishek Jaiswal, Armeet Singh Luthra, Purav Jangir, Bhavya Garg, Nisheeth Srivastava

机构 * Indian Institute of Technology Kanpur（印度理工学院坎普尔） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

Certification for Differentially Private Prediction in Gradient-Based Training

Matthew Wicker, Philip Sosnin, Igor Shilov, Adrianna Janik, Mark N. Müller, Yves-Alexandre de Montjoye, Adrian Weller, Calvin Tsay

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.LG

Comments ICML 2025. 20 pages, 9 figures

AUTOCT: Automating Interpretable Clinical Trial Prediction with LLM Agents

Fengze Liu, Haoyu Wang, Joonhyuk Cho, Dan Roth, Andrew W. Lo

机构 * University of Pennsylvania（宾夕法尼亚大学） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Zhitao Zeng, Zhu Zhuo, Xiaojun Jia, Erli Zhang, Junde Wu, Jiaan Zhang, Yuxuan Wang, Chang Han Low, Jian Jiang, Zilong Zheng, Xiaochun Cao, Yutong Ban, Qi Dou, Yang Liu, Yueming Jin

机构 * National University of Singapore（新加坡国立大学） ； Nanyang Technological University（南洋理工大学） ； University of Oxford（牛津大学） ； State Key Laboratory of General Artificial Intelligence, BIGAI（通用人工智能国家重点实验室，BIGAI） ； Shanghai Jiao Tong University（上海交通大学） ； Sun Yat-sen University（中山大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.CV

Comments 29 pages, 5 figures

Improving Transformer Performance for French Clinical Notes Classification Using Mixture of Experts on a Limited Dataset

Thanh-Dung Le, Philippe Jouvet, Rita Noumeir

机构 * IEEE 纠错

专题命中 医学数据与评测 ：biomedical(abstract)；分类 eess.SP

Comments Accepted for publication in the IEEE Journal of Translational Engineering in Health and Medicine

STORM: Benchmarking Visual Rating of MLLMs with a Comprehensive Ordinal Regression Dataset

Jinhong Wang, Shuo Tong, Jian liu, Dongqi Tang, Jintai Chen, Haochao Ying, Hongxia Xu, Danny Chen, Jian Wu

机构 * Zhejiang University（浙江大学） ； Ant Group（蚂蚁集团） ； HKUST (Guangzhou)（香港科技大学（广州）） ； University of Notre Dame（Notre Dame 大学） 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV

Comments underreview of NIPS2025 D&B track

Disentangled Source-Free Personalization for Facial Expression Recognition with Neutral Target Data

Masoumeh Sharafi, Emma Ollivier, Muhammad Osama Zeeshan, Soufiane Belharbi, Marco Pedersoli, Alessandro Lameiras Koerich, Simon Bacon, Eric Granger

机构 * LIVIA, Dept. of Systems Engineering, ETS Montreal, Canada（LIVIA，系统工程系，蒙特利尔大学工程学院，加拿大） ； LIVIA, Dept. of Software and IT Engineering, ETS Montreal, Canada（LIVIA，软件与信息技术工程系，蒙特利尔大学工程学院，加拿大） ； Dept. of Health, Kinesiology & Applied Physiology, Concordia University, Montreal, Canada（健康、运动科学与应用生理学系，康科迪亚大学，蒙特利尔，加拿大） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

Comments 13 pages, 13 figures, FG 2025: IEEE Conf. on Automatic Face and Gesture Recognition

Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical Reasoning

Jinquan Guan, Qi Chen, Lizhou Liang, Yuhang Liu, Vu Minh Hieu Phan, Minh-Son To, Jian Chen, Yutong Xie

专题命中 医学数据与评测 ：medical AI(abstract)；分类 cs.CV

Comments 10 pages (main text), 18 pages (appendix)

Towards Privacy-Preserving Fine-Grained Visual Classification via Hierarchical Learning from Label Proportions

Jinyi Chang, Dongliang Chang, Lei Chen, Bingyao Yu, Zhanyu Ma

机构 * PRIS, Beijing University of Posts and Telecommunications（北京邮电大学） ； Tsinghua University（清华大学） 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV

Comments 10 pages, 5 figures, 5 tables

Oral Imaging for Malocclusion Issues Assessments: OMNI Dataset, Deep Learning Baselines and Benchmarking

Pujun Xue, Junyi Ge, Xiaotong Jiang, Siyang Song, Zijian Wu, Yupeng Huo, Weicheng Xie, Linlin Shen, Xiaoqin Zhou, Xiaofeng Liu, Min Gu

机构 * College of Artificial Intelligence and Automation, Hohai University（人工智能与自动化学院，河海大学） ； Department of Stomatology, The Third Affiliated Hospital of Soochow University（苏州大学第三附属医院口腔科） ； Department of Computer Science, University of Exeter（埃克塞特大学计算机科学系） ； Nanjing University of Science and Technology（南京理工大学） ； Affect AI 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

CSTS: A Benchmark for the Discovery of Correlation Structures in Time Series Clustering

Isabella Degen, Zahraa S Abdallah, Henry W J Reeve, Kate Robson Brown

机构 * School of Computer Science, University of Bristol（计算机科学学院，布里斯托大学） ； School of Engineering Mathematics and Technology, University of Bristol（工程数学与技术学院，布里斯托大学） ； School of Artificial Intelligence, University of Nanjing（人工智能学院，南京大学） ； College of Engineering and Architecture, University College Dublin（工程与建筑学院，都柏林大学学院） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG

Comments 9 pages main + 32 pages total, 2 figures main + 6 figures appendix, 1 table main + 17 tables appendix, dataset available at https://huggingface.co/datasets/idegen/csts, code available at https://github.com/isabelladegen/corrclust-validation

FIOVA: A Multi-Annotator Benchmark for Human-Aligned Video Captioning

Shiyu Hu, Xuchen Li, Xuzhao Li, Jing Zhang, Yipei Wang, Xin Zhao, Kang Hao Cheong

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV