医学 AI

Federated CLIP for Resource-Efficient Heterogeneous Medical Image Classification

Yihang Wu, Ahmad Chaddad

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

Comments Accepted in AAAI 2026 Main track. Code is available at https://github.com/AIPMLab/FedMedCLIP

Systematic Evaluation of Preprocessing Techniques for Accurate Image Registration in Digital Pathology

Fatemehzahra Darzi, Rodrigo Escobar Diaz Guerrero, Thomas Bocklitz

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

Comments 14 pages, 7 Figures

A Review of Longitudinal Radiology Report Generation: Dataset Composition, Methods, and Performance Evaluation

Shaoyang Zhou, Yingshu Li, Yunyi Liu, Lingqiao Liu, Lei Wang, Luping Zhou

机构 * School of Electrical and Computer Engineering, The University of Sydney（电气与计算机工程学院，悉尼大学） ； School of Computer Science, The University of Adelaide（计算机科学学院，阿德莱德大学） ； School of Computing and Information Technology, University of Wollongong（计算与信息科技学院，沃伦冈大学） 纠错

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

High-Order Progressive Trajectory Matching for Medical Image Dataset Distillation

Le Dong, Jinghao Bian, Jingyang Hou, Jingliang Hu, Yilei Shi, Weisheng Dong, Xiao Xiang Zhu, Lichao Mou

机构 * Xidian University（西安电子科技大学） ； MedAI Technology (Wuxi) Co. Ltd.（MedAI技术（无锡）有限公司） ； Technical University of Munich（慕尼黑技术大学） 纠错

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

Comments MICCAI 2025 (early accept, top 9%)

HyKid: An Open MRI Dataset with Expert-Annotated Multi-Structure and Choroid Plexus in Pediatric Hydrocephalus

Yunzhi Xu, Yushuang Ding, Hu Sun, Hongxi Zhang, Li Zhao

机构 * College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China（浙江大学生物医学工程与仪器科学学院） ； Department of Radiology, Children’s Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou, China（浙江大学医学院儿童医院放射科） ； Neurosurgery of Zhejiang Hospital, Hangzhou, China（浙江医院神经外科） 纠错

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

Comments 10 pages, 7 figures

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI

Dilruk Perera, Gousia Habib, Qianyi Xu, Daniel J. Tan, Kai He, Erik Cambria, Mengling Feng

机构 * National University of Singapore（新加坡国立大学） ； Nanyang Technological University（南洋理工大学） 纠错

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

Comments 40 pages in total (including appendix)

FloraSyntropy-Net: Scalable Deep Learning with Novel FloraSyntropy Archive for Large-Scale Plant Disease Diagnosis

Saif Ur Rehman Khan, Muhammad Nabeel Asim, Sebastian Vollmer, Andreas Dengel

机构 * German Research Center for Artificial Intelligence（德国人工智能研究中心） ； Intelligentx GmbH 纠错

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

S-RRG-Bench: Structured Radiology Report Generation with Fine-Grained Evaluation Framework

Yingshu Li, Yunyi Liu, Zhanyu Wang, Xinyu Liang, Lingqiao Liu, Lei Wang, Luping Zhou

机构 * University of Sydney（悉尼大学） ； University of Wollongong（沃林戈大学） ； University of Adelaide（阿德莱德大学） ； First Clinical Medical College, Guangzhou University of Chinese Medicine（广州中医药大学第一临床学院） 纠错

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

Semi-Supervised Federated Learning via Dual Contrastive Learning and Soft Labeling for Intelligent Fault Diagnosis

Yajiao Dai, Jun Li, Zhen Mei, Yiyang Ni, Shi Jin, Zengxiang Li, Sheng Guo, Wei Xiang

机构 * School of Electronic and Optical Engineering, Nanjing University of Science and Technology（南京理工大学电子与光学工程学院） ； School of Information Science and Engineering, Southeast University（东南大学信息科学与工程学院） ； Institute of Artificial Intelligence Research, Jiangsu Second Normal University（江苏第二师范学院人工智能研究所） ； Digital Research Institute, ENN Group（ENN集团数字研究院） ； School of Computing, Engineering and Mathematical Sciences, La Trobe University（拉筹伯大学计算、工程与数学科学学院） ； College of Science and Engineering, James Cook University（詹姆斯库克大学科学与工程学院） 纠错

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

Comments Accepted to IEEE Internet of Things Journal, Early Access. 14 pages, 5 figures

Journal ref IEEE Internet of Things Journal, Early Access, 2025

A Multi-Centric Anthropomorphic 3D CT Phantom-Based Benchmark Dataset for Harmonization

Mohammadreza Amirian, Michael Bach, Oscar Jimenez-del-Toro, Christoph Aberle, Roger Schaer, Vincent Andrearczyk, Jean-Félix Maestrati, Maria Martin Asiain, Kyriakos Flouris, Markus Obmann, Clarisse Dromain, Benoît Dufour, Pierre-Alexandre Alois Poletti, Hendrik von Tengg-Kobligk, Rolf Hügli, Martin Kretzschmar, Hatem Alkadhi, Ender Konukoglu, Henning Müller, Bram Stieltjes, Adrien Depeursinge

机构 * Institute of Informatics, School of Management, HES-SO Valais-Wallis（信息学院，管理学院，瓦莱-德瓦尔省高等教育学院） ； Nuclear Medicine and Molecular Imaging Department, Lausanne University Hospital（拉沃斯大学医院核医学与分子成像部门） ； Clinic of Radiology and Nuclear Medicine, University Hospital Basel（巴塞尔大学医院放射科与核医学诊所） ； Idiap Research Institute（IDIAP研究机构） ； Department of Radiology, Lausanne University Hospital（拉沃斯大学医院放射科） ； Groupe 3R, Lausanne-Épalinges Imaging Center（拉沃斯-埃平日斯影像中心，Groupe 3R） ； Faculty of Medicine, University of Geneva (UNIGE)（日内瓦大学医学院） ； Inselspital Bern, University of Bern（伯尔尼大学医院，Inselspital Bern） ； Cantonal Hospital Baselland, Bruderholz（巴塞尔兰州医院，布雷尔霍兹） ； Schmerzklinik Basel, Basel（巴塞尔疼痛诊所，巴塞尔） ； Diagnostic and Interventional Radiology, University Hospital Zurich（苏黎世大学医院诊断与介入放射学部门） ； Computer Vision Lab, ETH Zurich（苏黎世联邦理工学院计算机视觉实验室） ； Computer Vision Lab, ETH Zuric（苏黎世联邦理工学院计算机视觉实验室） 纠错

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

Biomed-Enriched: A Biomedical Dataset Enriched with LLMs for Pretraining and Extracting Rare and Hidden Content

Rian Touchent, Nathan Godey, Eric de la Clergerie

机构 * Sorbonne Université（索邦大学） ； INRIA Paris（巴黎国家信息与自动化研究所） 纠错

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

Comments Dataset link: https://hf.co/datasets/almanach/Biomed-Enriched

Federated Learning for MRI-based BrainAGE: a multicenter study on post-stroke functional outcome prediction

Vincent Roca, Marc Tommasi, Paul Andrey, Aurélien Bellet, Markus D. Schirmer, Hilde Henon, Laurent Puy, Julien Ramon, Grégory Kuchcinski, Martin Bretzner, Renaud Lopes

机构 * Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, US 41 - UAR 2014 - PLBS, F-59000 Lille, France（里尔大学，法国国家科学研究中心，法国国家卫生研究院，里尔大学医院，里尔巴斯德研究所，法国） ； Univ. Lille, Inria, F-59000 Lille, France（里尔大学，法国国家科研机构） ； Univ. Montpellier, Inria, F-34090 Montpellier, France（蒙彼利埃大学，法国国家科研机构） ； Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, USA（神经内科，麻省总医院，哈佛医学院，美国） 纠错

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

A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation

Xiaoyang Wei, Camille Kurtz, Florence Cloppet

机构 * Université Paris Cité, LIPADE（巴黎Cité大学，LIPADE） 纠错

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

Comments This paper has been accepted by the International Conference on Image Analysis and Processing 2025

CRG Score: A Distribution-Aware Clinical Metric for Radiology Report Generation

Ibrahim Ethem Hamamci, Sezgin Er, Suprosanna Shit, Hadrien Reynaud, Bernhard Kainz, Bjoern Menze

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

Federated Learning for Medical Image Classification: A Comprehensive Benchmark

Zhekai Zhou, Guibo Luo, Mingzhi Chen, Zhenyu Weng, Yuesheng Zhu

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

A large-scale multicenter breast cancer DCE-MRI benchmark dataset with expert segmentations

Lidia Garrucho, Kaisar Kushibar, Claire-Anne Reidel, Smriti Joshi, Richard Osuala, Apostolia Tsirikoglou, Maciej Bobowicz, Javier del Riego, Alessandro Catanese, Katarzyna Gwoździewicz, Maria-Laura Cosaka, Pasant M. Abo-Elhoda, Sara W. Tantawy, Shorouq S. Sakrana, Norhan O. Shawky-Abdelfatah, Amr Muhammad Abdo-Salem, Androniki Kozana, Eugen Divjak, Gordana Ivanac, Katerina Nikiforaki, Michail E. Klontzas, Rosa García-Dosdá, Meltem Gulsun-Akpinar, Oğuz Lafcı, Ritse Mann, Carlos Martín-Isla, Fred Prior, Kostas Marias, Martijn P. A. Starmans, Fredrik Strand, Oliver Díaz, Laura Igual, Karim Lekadir

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

Comments 15 paes, 7 figures, 3 tables

Journal ref Sci Data 12, 453 (2025)

A Multimodal Benchmark Dataset and Model for Crop Disease Diagnosis

Xiang Liu, Zhaoxiang Liu, Huan Hu, Zezhou Chen, Kohou Wang, Kai Wang, Shiguo Lian

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

Comments Accepted by ECCV 2024 (14 pages, 8 figures)

PathVG: A New Benchmark and Dataset for Pathology Visual Grounding

Chunlin Zhong, Shuang Hao, Junhua Wu, Xiaona Chang, Jiwei Jiang, Xiu Nie, He Tang, Xiang Bai

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

Comments 10pages, 4figures

Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundaries

Frederic Jonske, Moon Kim, Enrico Nasca, Janis Evers, Johannes Haubold, René Hosch, Felix Nensa, Michael Kamp, Constantin Seibold, Jan Egger, Jens Kleesiek

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

Comments Code available from https://github.com/TIO-IKIM/Transfer-learning-across-domain-boundaries/ - Paper, code, and contents are subject to the CC-BY-NC 4.0 license

Journal ref Computer Methods and Programs in Biomedicine, Volume 261, April 2025, 108634

A Vessel Bifurcation Landmark Pair Dataset for Abdominal CT Deformable Image Registration (DIR) Validation

Edward R Criscuolo, Yao Hao, Zhendong Zhang, Trevor McKeown, Deshan Yang

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

Comments 19 pages, 3 figures

On dataset transferability in medical image classification

Dovile Juodelyte, Enzo Ferrante, Yucheng Lu, Prabhant Singh, Joaquin Vanschoren, Veronika Cheplygina

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

Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline

Junlong Cheng, Bin Fu, Jin Ye, Guoan Wang, Tianbin Li, Haoyu Wang, Ruoyu Li, He Yao, Junren Chen, Jingwen Li, Yanzhou Su, Min Zhu, Junjun He

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

Data Obfuscation through Latent Space Projection (LSP) for Privacy-Preserving AI Governance: Case Studies in Medical Diagnosis and Finance Fraud Detection

Mahesh Vaijainthymala Krishnamoorthy

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

Comments 19 pages, 6 figures, submitted to Conference ICADCML2025

Complex-valued Federated Learning with Differential Privacy and MRI Applications

Anneliese Riess, Alexander Ziller, Stefan Kolek, Daniel Rueckert, Julia Schnabel, Georgios Kaissis

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

Comments Submitted as workshop conference paper to Workshop on Distributed, Collaborative and Federated Learning (MICCAI 2024)

Benchmarking deep learning models for bearing fault diagnosis using the CWRU dataset: A multi-label approach

Rodrigo Kobashikawa Rosa, Danilo Braga, Danilo Silva

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

Probing the Efficacy of Federated Parameter-Efficient Fine-Tuning of Vision Transformers for Medical Image Classification

Naif Alkhunaizi, Faris Almalik, Rouqaiah Al-Refai, Muzammal Naseer, Karthik Nandakumar

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

FedMLP: Federated Multi-Label Medical Image Classification under Task Heterogeneity

Zhaobin Sun, Nannan Wu, Junjie Shi, Li Yu, Xin Yang, Kwang-Ting Cheng, Zengqiang Yan

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

Comments Early accepted by MICCAI 2024

How Well Do Multi-modal LLMs Interpret CT Scans? An Auto-Evaluation Framework for Analyses

Qingqing Zhu, Benjamin Hou, Tejas S. Mathai, Pritam Mukherjee, Qiao Jin, Xiuying Chen, Zhizheng Wang, Ruida Cheng, Ronald M. Summers, Zhiyong Lu

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

DrBenchmark: A Large Language Understanding Evaluation Benchmark for French Biomedical Domain

Yanis Labrak, Adrien Bazoge, Oumaima El Khettari, Mickael Rouvier, Pacome Constant dit Beaufils, Natalia Grabar, Beatrice Daille, Solen Quiniou, Emmanuel Morin, Pierre-Antoine Gourraud, Richard Dufour

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

Comments Accepted at LREC-Coling 2024

Journal ref Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)

Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare

Xingyu Li, Lu Peng, Yuping Wang, Weihua Zhang

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

Comments 42 pages