医学 AI

Prompt-based Dynamic Token Pruning for Efficient Segmentation of Medical Images

Pallabi Dutta, Anubhab Maity, Sushmita Mitra

机构 * Machine Intelligence Unit, Indian Statistical Institute, Kolkata（印度统计研究所马尔科夫智能单元，科利卡特） 纠错

专题命中 医学影像 ：medical image(title,abstract)；diagnosis(abstract)；分类 cs.CV

Stress-testing cross-cancer generalizability of 3D nnU-Net for PET-CT tumor segmentation: multi-cohort evaluation with novel oesophageal and lung cancer datasets

Soumen Ghosh, Christine Jestin Hannan, Rajat Vashistha, Parveen Kundu, Sandra Brosda, Lauren G. Aoude, James Lonie, Andrew Nathanson, Jessica Ng, Andrew P. Barbour, Viktor Vegh

机构 * QIMR Berghofer Medical Research Institute（昆士兰医学研究 institute） ； Australian Institute for Bioengineering and Nanotechnology（澳大利亚生物工程与纳米技术研究所） ； The University of Queensland（昆士兰大学） ； Frazer Institute（弗拉泽研究所） ； Princess Alexandra Hospital（亚历山大公主医院） ； Faculty of Health, Medicine and Behavioural Sciences（健康、医学与行为科学学院） ； School of Biomedical Sciences（生物医学科学学院） ； Uppsala University（乌普萨拉大学） ； Rohtak Nuclear Medcare Imaging Therapy and Research Center（罗塔克核医学成像治疗与研究中心） 纠错

专题命中 医学影像 ：CT(title,abstract)；分类 cs.LG、eess.IV

VR MRI Training for Adolescents: A Comparative Study of Gamified VR, Passive VR, 360° Video, and Traditional Educational Video

Yue Yang, Mengyao Guo, Yuxuan Wu, Wally Niu, Emmanuel A Corona, Bruce Daniel, Christoph Leuze, Fred Baik

专题命中 医学影像 ：MRI(title,abstract)

Comments Download our application at https://www.meta.com/experiences/stanford-mri-simulator/8205539289482347/

Imaging-spectroscopy diagnosis of the giant sloshing spiral in the Virgo cluster with the Einstein Probe Follow-up X-ray Telescope

X. Zheng, S. Jia, C. Li, Y. Chen, H. Yu, H. Feng, D. Xu, A. Liu, L. Song, C. Liu, F. Lu, S. Zhang, W. Yuan, J. Sanders, J. Wang, T. Chen, C. Cui, W. Cui, W. Feng, N. Gao, J. Guan, D. Han, D. Hou, H. Hu, M. Huang, J. Huo, C. Jin, M. Li, W. Li, Y. Liu, L. Luo, J. Ma, G. Ou, H. Pan, H. Wang, J. Wang, J. Wang, Y. Wang, J. Xu, Y. Xu, X. Yang, Y. Yang, H. Zhang, J. Zhang, M. Zhang, Z. Zhang, H. Zhao, X. Zhao, Z. Zhao, P. Zhu, Y. Zhu

专题命中 医学影像 ：diagnosis(title)

Comments 10 pages, 16 figures. Accepted for publication in A&A

Journal ref A&A 700, A248 (2025)

MorphSAM: Learning the Morphological Prompts from Atlases for Spine Image Segmentation

Dingwei Fan, Junyong Zhao, Chunlin Li, Mingliang Wang, Qi Zhu, Haipeng Si, Daoqiang Zhang, Liang Sun

专题命中 医学影像 ：CT(abstract)；diagnosis(abstract)；分类 eess.IV

Comments The manuscript has been withdrawn by the authors due to substantial revisions. A thoroughly revised version will be submitted in the future

GReAT: leveraging geometric artery data to improve wall shear stress assessment

Julian Suk, Jolanda J. Wentzel, Patryk Rygiel, Joost Daemen, Daniel Rueckert, Jelmer M. Wolterink

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning（慕尼黑机器学习中心） ； Erasmus Medical Center（埃因霍温医学中心） ； University of Twente（埃因霍温大学） ； Imperial College London（伦敦帝国理工学院） 纠错

专题命中 医学影像 ：medical image(abstract)；分类 cs.CV、cs.LG

Comments (MICCAI 2025) Workshop on Shape in Medical Imaging (ShapeMI)

ModAn-MulSupCon: Modality-and Anatomy-Aware Multi-Label Supervised Contrastive Pretraining for Medical Imaging

Eichi Takaya, Ryusei Inamori

机构 * AI Lab Tohoku University Hospital（东京东北大学医院人工智能实验室） ； Department of Diagnostic Imaging Tohoku University Graduate School of Medicine（东北大学医学研究科诊断影像科） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG、eess.IV

Analise de Desaprendizado de Maquina em Modelos de Classificacao de Imagens Medicas

Andreza M. C. Falcao, Filipe R. Cordeiro

机构 * Visual Computing Lab, Departamento de Computação, Universidade Federal Rural de Pernambuco (UFRPE), Brasil（视觉计算实验室，计算机系，帕尔米科州立大学（UFRPE），巴西） 纠错

专题命中 医学影像 ：medical image(abstract)；分类 cs.CV、eess.IV

Comments Accepted at SBCAS'25. in Portuguese language

Learning Explainable Imaging-Genetics Associations Related to a Neurological Disorder

Jueqi Wang, Zachary Jacokes, John Darrell Van Horn, Michael C. Schatz, Kevin A. Pelphrey, Archana Venkataraman

机构 * Department of Electrical and Computer Engineering, Boston University（波士顿大学电气与计算机工程系） ； School of Data Science, University of Virginia（弗吉尼亚大学数据科学学院） ； Department of Psychology, University of Virginia（弗吉尼亚大学心理学系） ； Departments of Computer Science and Biology, Johns Hopkins University（约翰霍普金斯大学计算机科学与生物学系） ； Department of Neurology, University of Virginia（弗吉尼亚大学神经病学系） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG、q-bio

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models?

Fatemeh Ziaeetabar

机构 * Department of Computer Science, School of Mathematics, Statistics and Computer Science, College of Science, University of Tehran, Tehran, Iran（塔里斯坦大学科学学院计算机科学系） 纠错

专题命中 医学影像 ：medical image(abstract)；分类 cs.CV

EVM-Fusion: An Explainable Vision Mamba Architecture with Neural Algorithmic Fusion

Zichuan Yang, Yongzhi Wang

机构 * School of Mathematical Sciences, Tongji University（数学科学学院，同济大学） 纠错

专题命中 医学影像 ：medical image(abstract)；分类 cs.CV

Comments 8 pages, 3 figures

Decoding Gray Matter: large-scale analysis of brain cell morphometry to inform microstructural modeling of diffusion MR signals

Charlie Aird-Rossiter, Hui Zhang, Daniel C. Alexander, Derek K. Jones, Marco Palombo

专题命中 医学影像 ：MRI(abstract)

A Third-Order Gaussian Process Trajectory Representation Framework with Closed-Form Kinematics for Continuous-Time Motion Estimation

Thien-Minh Nguyen, Ziyu Cao, Kailai Li, William Talbot, Tongxing Jin, Shenghai Yuan, Timothy D. Barfoot, Lihua Xie

机构 * School of Electrical and Electronic Engineering, Nanyang Technological University（南洋理工大学电子与电气工程学院） ； Department of Electrical Engineering, Linköping University（利尔贝里大学电气工程系） ； Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen（格罗宁根大学数学、计算机科学与人工智能伯努利研究所） ； Robotic Systems Lab (RSL), ETH Zürich（苏黎世联邦理工学院机器人系统实验室） ； Autonomous Space Robotics Laboratory (ASRL), University of Toronto（多伦多大学自主空间机器人实验室） 纠错

专题命中 医学影像 ：CT(abstract)

Comments The paper is currently under review at IEEE Transactions on Robotics (T-RO). The source code has been released, and feedback is welcome

When Algorithms Infer Gender: Revisiting Computational Phenotyping with Electronic Health Records Data

Jessica Gronsbell, Hilary Thurston, Lillian Dong, Vanessa Ferguson, Diksha Sen Chaudhury, Braden O'Neill, Katrina S. Sha, Rebecca Bonneville

专题命中 临床大模型 ：diagnosis(abstract)；biomedical(abstract)

Trustworthy Agents for Electronic Health Records through Confidence Estimation

Yongwoo Song, Minbyul Jeong, Mujeen Sung

机构 * Kyung Hee University（庆熙大学） 纠错

专题命中 临床大模型 ：healthcare AI(abstract)

"Where does it hurt?" -- Dataset and Study on Physician Intent Trajectories in Doctor Patient Dialogues

Tom Röhr, Soumyadeep Roy, Fares Al Mohamad, Jens-Michalis Papaioannou, Wolfgang Nejdl, Felix Gers, Alexander Löser

机构 * Berlin University of Applied Sciences（柏林应用科学大学） ； Indian Institute of Technology Kharagpur（印度克里哈格浦尔理工学院） ； L3S Research Center, Hannover（汉诺威L3S研究中心） 纠错

专题命中 临床大模型 ：diagnosis(abstract)

Comments Accepted at ECAI 2025

A New NMT Model for Translating Clinical Texts from English to Spanish

Rumeng Li, Xun Wang, Hong Yu

机构 * College of Information and Computer Science, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特信息与计算机科学学院） ； Department of Computer Sciences, University of Massachusetts Lowell（马萨诸塞大学洛约拉计算机科学系） ； Department of Quantitative Health Sciences, University of Massachusetts Medical School（马萨诸塞大学医学学院定量健康科学系） ； Bedford VAMC and CHOIR（贝德福德退伍军人医疗中心和CHOIR） 纠错

专题命中 临床大模型 ：biomedical(abstract)

Comments This work was accepted by the Machine Learning for Health (ML4H) Workshop at NeurIPS 2018

Gradient Boosting Decision Trees on Medical Diagnosis over Tabular Data

A. Yarkın Yıldız, Asli Kalayci

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Northeastern University（东北大学） ； The Business School（商学院） ； Worcester Polytechnic Institute（沃思利理工学院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；分类 cs.LG

Comments Accepted to IEEE International Conference on AI and Data Analytics 2025

MicroMIL: Graph-Based Multiple Instance Learning for Context-Aware Diagnosis with Microscopic Images

Jongwoo Kim, Bryan Wong, Huazhu Fu, Willmer Rafell Quiñones, Youngsin Ko, Mun Yong Yi

机构 * Korea Advanced Institute of Science and Technology（韩国科学技术院） ； Institute of High Performance Computing（高性能计算研究所） ； Seegene Medical Foundation, Pathology Center（Seegene医学基金会病理中心） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；分类 cs.CV

Comments Accepted at MICCAI 2025

A Deep Learning Application for Psoriasis Detection

Anna Milani, Fábio S. da Silva, Elloá B. Guedes, Ricardo Rios

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 15 pages, 4 figures, 1 table, Proceedings of XX Encontro Nacional de Inteligência Artificial e Computacional. in Portuguese language

Cohort-Aware Agents for Individualized Lung Cancer Risk Prediction Using a Retrieval-Augmented Model Selection Framework

Chongyu Qu, Allen J. Luna, Thomas Z. Li, Junchao Zhu, Junlin Guo, Juming Xiong, Kim L. Sandler, Bennett A. Landman, Yuankai Huo

机构 * Vanderbilt University（范德堡大学） ； Vanderbilt University Medical Center（范德堡大学医学中心） 纠错

专题命中 诊断辅助 ：CT(abstract)；分类 cs.LG

MobileDenseAttn:A Dual-Stream Architecture for Accurate and Interpretable Brain Tumor Detection

Shudipta Banik, Muna Das, Trapa Banik, Md. Ehsanul Haque

专题命中 病理影像 ：MRI(abstract)；分类 cs.CV

Comments Submitted at ICCIT 2025 cox bazar, Bangladesh

Architecting Clinical Collaboration: Multi-Agent Reasoning Systems for Multimodal Medical VQA

Karishma Thakrar, Shreyas Basavatia, Akshay Daftardar

机构 * Georgia Institute of Technology Atlanta, GA, USA（佐治亚理工学院） 纠错

专题命中 医疗多模态 ：medical AI(abstract)；diagnosis(abstract)

Toward Robust Medical Fairness: Debiased Dual-Modal Alignment via Text-Guided Attribute-Disentangled Prompt Learning for Vision-Language Models

Yuexuan Xia, Benteng Ma, Jiang He, Zhiyong Wang, Qi Dou, Yong Xia

机构 * National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology（集成空天地海大数据应用技术国家工程实验室） ； Northwestern Polytechnical University（西北工业大学） ； Huiying Medical Technology Company Ltd.（慧影医疗技术有限公司） ； The School of Computer Science（计算机学院） ； The University of Sydney（悉尼大学） ； Department of Computer Science and Engineering（计算机科学与工程系） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 医疗多模态 ：diagnosis(abstract)；分类 cs.CV

Knowing or Guessing? Robust Medical Visual Question Answering via Joint Consistency and Contrastive Learning

Songtao Jiang, Yuxi Chen, Sibo Song, Yan Zhang, Yeying Jin, Yang Feng, Jian Wu, Zuozhu Liu

机构 * Zhejiang University, Zhejiang, China（浙江大学） ； Alibaba Group, Zhejiang, China（阿里巴巴集团） ； Angelalign Technology Inc., Shanghai, China（Angelalign技术有限公司） ； ChohoTech Inc., Hangzhou, China（楚合科技有限公司） ； Zhejiang Key Laboratory of Medical Imaging Artificial Intelligence, Zhejiang, China（浙江省医学影像人工智能重点实验室） 纠错

专题命中 医疗多模态 ：diagnosis(abstract)

eSkinHealth: A Multimodal Dataset for Neglected Tropical Skin Diseases

Janet Wang, Xin Hu, Yunbei Zhang, Diabate Almamy, Vagamon Bamba, Konan Amos Sébastien Koffi, Yao Koffi Aubin, Zhengming Ding, Jihun Hamm, Rie R. Yotsu

机构 * Tulane University（Tulane大学） ； Bakke Graduate University（Bakke研究生大学） 纠错

专题命中 医疗多模态 ：diagnosis(abstract)

Predicting Drug-Drug Interactions Using Heterogeneous Graph Neural Networks: HGNN-DDI

Hongbo Liu, Siyi Li, Zheng Yu

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG

Comments 12 pages, 5 figures. Published in Applied and Computational Engineering, Vol. 79, pp. 77-89, July 25, 2024. Licensed under CC BY 4.0

Journal ref Applied and Computational Engineering,79,77-89 (2024)

A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment

Jean-Philippe Corbeil, Amin Dada, Jean-Michel Attendu, Asma Ben Abacha, Alessandro Sordoni, Lucas Caccia, François Beaulieu, Thomas Lin, Jens Kleesiek, Paul Vozila

专题命中 医学数据与评测 ：radiology(abstract)；biomedical(abstract)

Journal ref ACL 2025

Rethinking the Detail-Preserved Completion of Complex Tubular Structures based on Point Cloud: a Dataset and a Benchmark

Yaolei Qi, Yikai Yang, Wenbo Peng, Shumei Miao, Yutao Hu, Guanyu Yang

机构 * Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education（新一代人工智能技术及其交叉应用重点实验室（东南大学）） ； Jiangsu Province Joint International Research Laboratory of Medical Information Processing（江苏省医学信息处理联合国际研究实验室） ； The First Affiliated Hospital of Nanjing Medical University（南京医科大学第一附属医院） 纠错

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