医学 AI

ISLES'24 -- A Real-World Longitudinal Multimodal Stroke Dataset

Evamaria Olga Riedel, Ezequiel de la Rosa, The Anh Baran, Moritz Hernandez Petzsche, Hakim Baazaoui, Kaiyuan Yang, Fabio Antonio Musio, Houjing Huang, David Robben, Joaquin Oscar Seia, Roland Wiest, Mauricio Reyes, Ruisheng Su, Claus Zimmer, Tobias Boeckh-Behrens, Maria Berndt, Bjoern Menze, Daniel Rueckert, Benedikt Wiestler, Susanne Wegener, Jan Stefan Kirschke

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

Evaluation of Vision Transformers for Multimodal Image Classification: A Case Study on Brain, Lung, and Kidney Tumors

Óscar A. Martín, Javier Sánchez

机构 * Centro de Tecnologías de la Imagen (CTIM)（图像技术中心） ； Instituto Universitario de Cibernética, Empresas y Sociedad (IUCES)（大学信息学与企业与社会研究所） ； University of Las Palmas de Gran Canaria（拉斯帕尔马斯德格拉纳达大学） 纠错

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

Comments 19 pages, 9 figures, 12 tables

APTOS-2024 challenge report: Generation of synthetic 3D OCT images from fundus photographs

Bowen Liu, Weiyi Zhang, Peranut Chotcomwongse, Xiaolan Chen, Ruoyu Chen, Pawin Pakaymaskul, Niracha Arjkongharn, Nattaporn Vongsa, Xuelian Cheng, Zongyuan Ge, Kun Huang, Xiaohui Li, Yiru Duan, Zhenbang Wang, BaoYe Xie, Qiang Chen, Huazhu Fu, Michael A. Mahr, Jiaqi Qu, Wangyiyang Chen, Shiye Wang, Yubo Tan, Yongjie Li, Mingguang He, Danli Shi, Paisan Ruamviboonsuk

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

Automated vision-based assistance tools in bronchoscopy: stenosis severity estimation

Clara Tomasini, Javier Rodriguez-Puigvert, Dinora Polanco, Manuel Viñuales, Luis Riazuelo, Ana Cristina Murillo

机构 * DIIS, i3A. Universidad de Zaragoza（DIIS，i3A. 萨拉戈塔大学） ； Hospital Universitario Miguel Servet（米格尔·塞韦特大学医院） 纠错

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

PCDP-SGD: Improving the Convergence of Differentially Private SGD via Projection in Advance

Haichao Sha, Ruixuan Liu, Yixuan Liu, Hong Chen

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

Comments We have made major revisions to the content and it is not suitable for updating

Multimodal Human-AI Synergy for Medical Imaging Quality Control: A Hybrid Intelligence Framework with Adaptive Dataset Curation and Closed-Loop Evaluation

Zhi Qin, Qianhui Gui, Mouxiao Bian, Rui Wang, Hong Ge, Dandan Yao, Ziying Sun, Yuan Zhao, Yu Zhang, Hui Shi, Dongdong Wang, Chenxin Song, Shenghong Ju, Lihao Liu, Junjun He, Jie Xu, Yuan-Cheng Wang

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

Can Generative AI Support Patients' & Caregivers' Informational Needs? Towards Task-Centric Evaluation Of AI Systems

Shreya Rajagopal, Jae Ho Sohn, Hari Subramonyam, Shiwali Mohan

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

Journal ref Joint Proceedings of the ACM IUI Workshops 2025, March 24-27, 2025, Cagliari, Italy

Hyperdimensional Computing for ADHD Classification using EEG Signals

Federica Colonnese, Antonello Rosato, Francesco Di Luzio, Massimo Panella

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

Comments 25 pages, 7 figures, 1 table

GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Sunan He, Yuxiang Nie, Hongmei Wang, Shu Yang, Yihui Wang, Zhiyuan Cai, Zhixuan Chen, Yingxue Xu, Luyang Luo, Huiling Xiang, Xi Lin, Mingxiang Wu, Yifan Peng, George Shih, Ziyang Xu, Xian Wu, Qiong Wang, Ronald Cheong Kin Chan, Varut Vardhanabhuti, Winnie Chiu Wing Chu, Yefeng Zheng, Pranav Rajpurkar, Kang Zhang, Hao Chen

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

MIMIC-IV-Ext-PE: Using a large language model to predict pulmonary embolism phenotype in the MIMIC-IV dataset

B. D. Lam, S. Ma, I. Kovalenko, P. Wang, O. Jafari, A. Li, S. Horng

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

Novel Development of LLM Driven mCODE Data Model for Improved Clinical Trial Matching to Enable Standardization and Interoperability in Oncology Research

Aarsh Shekhar, Mincheol Kim

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

Comments 18 pages, 13 figures, accessible and published at: The Young Researcher Fall 2024 Volume 8, Number 2(Special Edition in Collaboration with Harvard Undergraduate Openbio Laboratory); Pages 28-45

Journal ref The Young Researcher, 8(1), 28-45 (2024)

Multi-OCT-SelfNet: Integrating Self-Supervised Learning with Multi-Source Data Fusion for Enhanced Multi-Class Retinal Disease Classification

Fatema-E- Jannat, Sina Gholami, Jennifer I. Lim, Theodore Leng, Minhaj Nur Alam, Hamed Tabkhi

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

Comments 25 pages, 9 tables, 10 figures

Towards Case-based Interpretability for Medical Federated Learning

Laura Latorre, Liliana Petrychenko, Regina Beets-Tan, Taisiya Kopytova, Wilson Silva

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

Comments \c{opyright} 20XX IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works

Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data

Congyu Fang, Adam Dziedzic, Lin Zhang, Laura Oliva, Amol Verma, Fahad Razak, Nicolas Papernot, Bo Wang

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

Comments page 6 and 12, typos corrected. Results unchanged

Journal ref eBioMedicine, vol. 101, p. 105006, 2024

Understanding metric-related pitfalls in image analysis validation

Annika Reinke, Minu D. Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A. Emre Kavur, Tim Rädsch, Carole H. Sudre, Laura Acion, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew Blaschko, Florian Buettner, M. Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A. Cimini, Gary S. Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Robert Haase, Daniel A. Hashimoto, Michael M. Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E. Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Hannes Kenngott, Jens Kleesiek, Florian Kofler, Thijs Kooi, Annette Kopp-Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A. Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L. Martel, Peter Mattson, Erik Meijering, Bjoern Menze, Karel G. M. Moons, Henning Müller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M. Rafelski, Nasir Rajpoot, Mauricio Reyes, Michael A. Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I. Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M. Summers, Abdel A. Taha, Aleksei Tiulpin, Sotirios A. Tsaftaris, Ben Van Calster, Gaël Varoquaux, Manuel Wiesenfarth, Ziv R. Yaniv, Paul F. Jäger, Lena Maier-Hein

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

Comments Shared first authors: Annika Reinke and Minu D. Tizabi; shared senior authors: Lena Maier-Hein and Paul F. Jäger. Published in Nature Methods. arXiv admin note: text overlap with arXiv:2206.01653

Journal ref Nature methods, 1-13 (2024)

Amplifying Pathological Detection in EEG Signaling Pathways through Cross-Dataset Transfer Learning

Mohammad-Javad Darvishi-Bayazi, Mohammad Sajjad Ghaemi, Timothee Lesort, Md Rifat Arefin, Jocelyn Faubert, Irina Rish

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

Cancer-Net PCa-Data: An Open-Source Benchmark Dataset for Prostate Cancer Clinical Decision Support using Synthetic Correlated Diffusion Imaging Data

Hayden Gunraj, Chi-en Amy Tai, Alexander Wong

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

Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements?

Weina Jin, Xiaoxiao Li, Ghassan Hamarneh

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

Comments AAAI 2022

Fed-Safe: Securing Federated Learning in Healthcare Against Adversarial Attacks

Erfan Darzi, Nanna M. Sijtsema, P. M. A van Ooijen

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

Medical Federated Model with Mixture of Personalized and Sharing Components

Yawei Zhao, Qinghe Liu, Xinwang Liu, Kunlun He

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

Comments Medical data, federated learning, personalized model, similarity network

Development and task-based evaluation of a scatter-window projection and deep learning-based transmission-less attenuation compensation method for myocardial perfusion SPECT

Zitong Yu, Md Ashequr Rahman, Craig K. Abbey, Barry A. Siegel, Abhinav K. Jha

专题命中 医学数据与评测 ：CT(abstract)；diagnosis(abstract)；分类 eess.IV

Federated Learning for Chronic Obstructive Pulmonary Disease Classification with Partial Personalized Attention Mechanism

Yiqing Shen, Baiyun Liu, Ruize Yu, Yudong Wang, Shaokang Wang, Jiangfen Wu, Weidao Chen

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

Comments 4 pages

Generative Adversarial Networks for anonymous Acneic face dataset generation

Hazem Zein, Samer Chantaf, Régis Fournier, Amine Nait-Ali

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

Deep Multi-Scale Resemblance Network for the Sub-class Differentiation of Adrenal Masses on Computed Tomography Images

Lei Bi, Jinman Kim, Tingwei Su, Michael Fulham, David Dagan Feng, Guang Ning

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

Comments 22 pages

Dataset and Evaluation algorithm design for GOALS Challenge

Huihui Fang, Fei Li, Huazhu Fu, Junde Wu, Xiulan Zhang, Yanwu Xu

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

Comments 8 pages, 3 figures, OMIA9 (MICCAI 2022) workshop

PyHealth: A Python Library for Health Predictive Models

Yue Zhao, Zhi Qiao, Cao Xiao, Lucas Glass, Jimeng Sun

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

Microscopic fine-grained instance classification through deep attention

Mengran Fan, Tapabrata Chakrabort, Eric I-Chao Chang, Yan Xu, Jens Rittscher

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

Unsupervised Shape Normality Metric for Severity Quantification

Wenzheng Tao, Riddhish Bhalodia, Erin Anstadt, Ladislav Kavan, Ross T. Whitaker, Jesse A. Goldstein

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

Comments Add acknowledgements

Have you forgotten? A method to assess if machine learning models have forgotten data

Xiao Liu, Sotirios A Tsaftaris

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

Comments Accepted by MICCAI 2020

Evaluating and Boosting Uncertainty Quantification in Classification

Xiaoyang Huang, Jiancheng Yang, Linguo Li, Haoran Deng, Bingbing Ni, Yi Xu

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