医学 AI

2509.23054 2025-10-07 cs.CV 85%

Mask What Matters: Controllable Text-Guided Masking for Self-Supervised Medical Image Analysis

Ruilang Wang, Shuotong Xu, Bowen Liu, Runlin Huang, Donglong Chen, Weifeng Su

机构 * Beijing Normal–Hong Kong Baptist University（北京师范大学-香港 Baptist大学）

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

2504.11368 2025-10-07 cs.CV 85%

From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation

Jingkun Chen, Haoran Duan, Xiao Zhang, Boyan Gao, Vicente Grau, Jungong Han

机构 * Department of Engineering Science, University of Oxford（工程科学系，牛津大学）； Department of Automation, Tsinghua University（自动化系，清华大学）； School of Information Science and Technology, Northwest University（信息科学与技术学院，西北大学）

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

Comments 11 pages, 4 figures

2507.08214 2025-10-07 eess.IV cs.CV 84%

Depth-Sequence Transformer (DST) for Segment-Specific ICA Calcification Mapping on Non-Contrast CT

Xiangjian Hou, Ebru Yaman Akcicek, Xin Wang, Kazem Hashemizadeh, Scott Mcnally, Chun Yuan, Xiaodong Ma

机构 * 1 Dept.\ of Electrical \& Computer Engineering, University of Utah, Salt Lake City, UT, USA ； 2 Dept.\ of Radiology \& Imaging Sciences, University of Utah, Salt Lake City, UT, USA ； 3 Dept.\ of Electrical \& Computer Engineering, University of Washington, Seattle, WA, USA

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

Comments Accept to IEEE BIBM 2025

2505.17931 2025-10-07 cs.CV cs.AI cs.LG 84%

AutoMiSeg: Automatic Medical Image Segmentation via Test-Time Adaptation of Foundation Models

Xingjian Li, Qifeng Wu, Adithya S. Ubaradka, Yiran Ding, Colleen Que, Runmin Jiang, Jianhua Xing, Tianyang Wang, Min Xu

机构 * Carnegie Mellon University（卡内基梅隆大学）； Brown University（布朗大学）； National Institute of Technology Karnataka（印度卡纳塔克国家理工学院）； University of Pittsburgh（匹兹堡大学）； University of Alabama at Birmingham（阿拉巴马大学伯明翰分校）

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

2507.09630 2025-10-07 cs.CV cs.AI 83%

Brain Stroke Detection and Classification Using CT Imaging with Transformer Models and Explainable AI

Shomukh Qari, Maha A. Thafar

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

Comments 5 figures

Journal ref https://www.mdpi.com/2075-4418/15/19/2486

2312.07784 2025-10-07 eess.IV cs.AI cs.CV cs.LG eess.SP 83%

Robust MRI Reconstruction by Smoothed Unrolling (SMUG)

Shijun Liang, Van Hoang Minh Nguyen, Jinghan Jia, Ismail Alkhouri, Sijia Liu, Saiprasad Ravishankar

机构 * Biomedical Engineering (BME) Department at Michigan State University (MSU)（密歇根州立大学生物医学工程系）； Mathematics Department at MSU（密歇根州立大学数学系）； Computer Science and Engineering (CSE) Department at MSU（密歇根州立大学计算机科学与工程系）； Computational Mathematics, Science & Engineering (CMSE) Department at MSU and the Electrical Engineering & Computer Science Department at the University of Michigan（密歇根州立大学计算数学、科学与工程系及密歇根大学电气工程与计算机科学系）； CSE Department at MSU（密歇根州立大学计算机科学与工程系）； CMSE & BME Departments at MSU（密歇根州立大学计算数学、科学与工程系及生物医学工程系）

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

2510.04553 2025-10-07 cs.CG cs.CV cs.LG 81%

Fast Witness Persistence for MRI Volumes via Hybrid Landmarking

Jorge Leonardo Ruiz Williams

机构 * Jorge Ruiz Williams（独立研究者）

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、cs.LG

2510.04369 2025-10-07 eess.IV cs.CV cs.NA math.NA 81%

The method of the approximate inverse for limited-angle CT

Bernadette Hahn, Gael Rigaud, Richard Schmähl

专题命中医学影像：CT(title)；diagnosis(abstract)；分类 cs.CV、eess.IV

2510.03856 2025-10-07 eess.IV cs.AI cs.CV 81%

AI-Assisted Pleural Effusion Volume Estimation from Contrast-Enhanced CT Images

Sanhita Basu, Tomas Fröding, Ali Teymur Kahraman, Dimitris Toumpanakis, Tobias Sjöblom

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

2501.12266 2025-10-07 cs.CV cs.AI cs.CL 79%

CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification

Cristiano Patrício, Isabel Rio-Torto, Jaime S. Cardoso, Luís F. Teixeira, João C. Neves

机构 * INESC TEC ； NOVA LINCS ； Universidade da Beira Interior（贝拉蒙特大学）； Universidade do Porto（波尔图大学）

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

Comments Accepted for publication in Computers in Biology and Medicine

2506.01921 2025-10-07 cs.CV cs.AI 79%

MedEBench: Diagnosing Reliability in Text-Guided Medical Image Editing

Minghao Liu, Zhitao He, Zhiyuan Fan, Qingyun Wang, Yi R. Fung

机构 * Hong Kong University of Science and Technology（香港科技大学）

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

Comments Project website: https://mliuby.github.io/MedEBench_Website/

2510.03483 2025-10-07 cs.CV cs.AI 79%

DuPLUS: Dual-Prompt Vision-Language Framework for Universal Medical Image Segmentation and Prognosis

Numan Saeed, Tausifa Jan Saleem, Fadillah Maani, Muhammad Ridzuan, Hu Wang, Mohammad Yaqub

机构 * Department of Computer Vision, Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)（计算机视觉系，Mohamed bin Zayed人工智能大学）

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

2507.19636 2025-10-07 eess.IV physics.med-ph 79%

Multisession Longitudinal Dynamic MRI Incorporating Patient-Specific Prior Image Information Across Time

Jingjia Chen, Hersh Chandarana, Daniel K. Sodickson, Li Feng

专题命中医学影像：MRI(title,abstract)；分类 eess.IV

2510.03102 2025-10-07 cs.CL 78%

Semantic Similarity in Radiology Reports via LLMs and NER

Beth Pearson, Ahmed Adnan, Zahraa S. Abdallah

机构 * University of Bristol（布里斯托大学）； Rosenfield Health Tech Ltd（罗森菲尔德健康科技有限公司）

专题命中医学影像：radiology(title,abstract)

2510.03586 2025-10-07 physics.med-ph 78%

Human brain high-resolution diffusion MRI with optimized slice-by-slice B0 field shimming in head-only high-performance gradient MRI systems

Patricia Lan, Sherry S. Huang, Chitresh Bhushan, Xinzeng Wang, Seung-Kyun Lee, Raymond Y. Huang, Jerome J. Maller, Jennifer A. McNab, Ante Zhu

专题命中医学影像：MRI(title,abstract)

2510.03526 2025-10-07 cs.HC 78%

Immersive Mixed Reality Simulator for CT Scan Preparation: Enhancing Patient Emotional and Physical Readiness

Alex Smith, Priya Patel, Hu Guo, Marco Ruiz

专题命中医学影像：CT(title,abstract)

2510.04021 2025-10-07 cs.CV 70%

Fit Pixels, Get Labels: Meta-learned Implicit Networks for Image Segmentation

Kushal Vyas, Ashok Veeraraghavan, Guha Balakrishnan

机构 * Rice University（里士大学）

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

Comments MICCAI 2025 (oral). Final peer-reviewed copy accessible at publisher DOI https://link.springer.com/chapter/10.1007/978-3-032-04947-6_19 . Project page, https://kushalvyas.github.io/metaseg.html

2503.02892 2025-10-07 eess.IV cs.CV 62%

Segmenting Bi-Atrial Structures Using ResNext Based Framework

Malitha Gunawardhana, Mark L Trew, Gregory B Sands, Jichao Zhao

机构 * Auckland Bioengineering Institute, University of Auckland, New Zealand（奥克兰生物工程研究所，奥克兰大学，新西兰）

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

Comments Accepted at STACOM workshop (MICCAI 2025)

2510.04947 2025-10-07 cs.CV cs.AI 57%

Bidirectional Mammogram View Translation with Column-Aware and Implicit 3D Conditional Diffusion

Xin Li, Kaixiang Yang, Qiang Li, Zhiwei Wang

机构 * Wuhan National Laboratory for Optoelectronics, Huazhong University of Science and Technology（光学电子国家重点实验室，华中科技大学）

专题命中医学影像：diagnosis(abstract)；分类 cs.CV

Comments BIBM2025 accept, 8 pages, 4 figures

2506.21150 2025-10-07 cs.CV 57%

Tree-based Semantic Losses: Application to Sparsely-supervised Large Multi-class Hyperspectral Segmentation

Junwen Wang, Oscar Maccormac, William Rochford, Aaron Kujawa, Jonathan Shapey, Tom Vercauteren

机构 * King’s College London, London, UK（伦敦国王学院）； King's College Hospital, London, UK（伦敦国王医院）

专题命中医学影像：biomedical(abstract)；分类 cs.CV

2510.04069 2025-10-07 cs.CV 57%

Diffusion Low Rank Hybrid Reconstruction for Sparse View Medical Imaging

Zongyin Deng, Qing Zhou, Yuhao Fang, Zijian Wang, Yao Lu, Ye Zhang, Chun Li

机构 * Shenzhen MSU-BIT University（深圳MSU-BIT大学）； China Media Group（中国媒体集团）； School of Mathematics and Statistics, Beijing Institute of Technology（北京理工大学数学与统计学院）

专题命中医学影像：CT(abstract)；分类 cs.CV

2507.08223 2025-10-07 cs.CV 57%

SurfDist: Interpretable Three-Dimensional Instance Segmentation Using Curved Surface Patches

Jackson Borchardt, Saul Kato

机构 * Weill Institute of Neurosciences University of California, San Francisco（韦尔神经科学研究所旧金山大学）

专题命中医学影像：biomedical(abstract)；分类 cs.CV

Comments 8 pages, 6 figures

2510.03815 2025-10-07 eess.SY cs.LG cs.SY eess.SP 81%

A Trustworthy Industrial Fault Diagnosis Architecture Integrating Probabilistic Models and Large Language Models

Yue wu

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

Comments 1tables,6 figs,11pages

2510.03351 2025-10-07 cs.LG cs.AI eess.IV 81%

Interpretable Neuropsychiatric Diagnosis via Concept-Guided Graph Neural Networks

Song Wang, Zhenyu Lei, Zhen Tan, Jundong Li, Javier Rasero, Aiying Zhang, Chirag Agarwal

机构 * University of Central Florida（中央佛罗里达大学）； University of Virginia（弗吉尼亚大学）

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

2510.03873 2025-10-07 cs.CV cs.AI 79%

PoseGaze-AHP: A Knowledge-Based 3D Dataset for AI-Driven Ocular and Postural Diagnosis

Saja Al-Dabet, Sherzod Turaev, Nazar Zaki, Arif O. Khan, Luai Eldweik

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

2510.03767 2025-10-07 cs.CV 79%

CoPA: Hierarchical Concept Prompting and Aggregating Network for Explainable Diagnosis

Yiheng Dong, Yi Lin, Xin Yang

机构 * School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, China（电子信息学院，华中科技大学，武汉）； Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong, China（计算机科学与工程系，香港科技大学，香港）

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

Comments Accepted by MICCAI2025

2510.03758 2025-10-07 cs.CL cs.SD eess.AS 71%

Cross-Lingual Multi-Granularity Framework for Interpretable Parkinson's Disease Diagnosis from Speech

Ilias Tougui, Mehdi Zakroum, Mounir Ghogho

专题命中诊断辅助：diagnosis(title)

2510.04232 2025-10-07 cs.CV cs.LG 62%

Detection of retinal diseases using an accelerated reused convolutional network

Amin Ahmadi Kasani, Hedieh Sajedi

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

Journal ref Computers in Biology and Medicine Volume 184, January 2025, 109466

2507.02996 2025-10-07 cs.CV 61%

Text-Guided Multi-Instance Learning for Scoliosis Screening via Gait Video Analysis

Haiqing Li, Yuzhi Guo, Feng Jiang, Thao M. Dang, Hehuan Ma, Qifeng Zhou, Jean Gao, Junzhou Huang

机构 * Department of Computer Science and Engineering, The University of Texas at Arlington（计算机科学与工程系，德克萨斯大学阿灵顿分校）

专题命中诊断辅助：diagnosis(abstract)；分类 cs.CV；medical image(journal_ref)

Comments 10.5 pages, 4 figures, MICCAI conference

Journal ref Medical Image Computing and Computer Assisted Intervention - MICCAI 2025. MICCAI 2025. Lecture Notes in Computer Science, vol 15965

2510.05015 2025-10-07 cs.CV 57%

Exploring the Efficacy of Modified Transfer Learning in Identifying Parkinson's Disease Through Drawn Image Patterns

Nabil Daiyan, Md Rakibul Haque

机构 * Dept. of Computer Science \& Engineering Rajshahi University of Engineering \& Technology Rajshahi-6204, Bangladesh

专题命中诊断辅助：diagnosis(abstract)；分类 cs.CV

Comments 5 pages, 11 figures, published on 2024 2nd International Conference on Information and Communication Technology (ICICT 2024)

1. 医学影像 22 篇

Mask What Matters: Controllable Text-Guided Masking for Self-Supervised Medical Image Analysis

From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation

Depth-Sequence Transformer (DST) for Segment-Specific ICA Calcification Mapping on Non-Contrast CT

AutoMiSeg: Automatic Medical Image Segmentation via Test-Time Adaptation of Foundation Models

Brain Stroke Detection and Classification Using CT Imaging with Transformer Models and Explainable AI

Robust MRI Reconstruction by Smoothed Unrolling (SMUG)

Fast Witness Persistence for MRI Volumes via Hybrid Landmarking

The method of the approximate inverse for limited-angle CT

AI-Assisted Pleural Effusion Volume Estimation from Contrast-Enhanced CT Images

CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification

MedEBench: Diagnosing Reliability in Text-Guided Medical Image Editing

DuPLUS: Dual-Prompt Vision-Language Framework for Universal Medical Image Segmentation and Prognosis

Multisession Longitudinal Dynamic MRI Incorporating Patient-Specific Prior Image Information Across Time

Semantic Similarity in Radiology Reports via LLMs and NER

Human brain high-resolution diffusion MRI with optimized slice-by-slice B0 field shimming in head-only high-performance gradient MRI systems

Immersive Mixed Reality Simulator for CT Scan Preparation: Enhancing Patient Emotional and Physical Readiness

Fit Pixels, Get Labels: Meta-learned Implicit Networks for Image Segmentation

Segmenting Bi-Atrial Structures Using ResNext Based Framework

Bidirectional Mammogram View Translation with Column-Aware and Implicit 3D Conditional Diffusion

Tree-based Semantic Losses: Application to Sparsely-supervised Large Multi-class Hyperspectral Segmentation

Diffusion Low Rank Hybrid Reconstruction for Sparse View Medical Imaging

SurfDist: Interpretable Three-Dimensional Instance Segmentation Using Curved Surface Patches

2. 诊断辅助 14 篇

A Trustworthy Industrial Fault Diagnosis Architecture Integrating Probabilistic Models and Large Language Models

Interpretable Neuropsychiatric Diagnosis via Concept-Guided Graph Neural Networks

PoseGaze-AHP: A Knowledge-Based 3D Dataset for AI-Driven Ocular and Postural Diagnosis

CoPA: Hierarchical Concept Prompting and Aggregating Network for Explainable Diagnosis

Cross-Lingual Multi-Granularity Framework for Interpretable Parkinson's Disease Diagnosis from Speech

Detection of retinal diseases using an accelerated reused convolutional network

Text-Guided Multi-Instance Learning for Scoliosis Screening via Gait Video Analysis

Exploring the Efficacy of Modified Transfer Learning in Identifying Parkinson's Disease Through Drawn Image Patterns