医学 AI

Screener: Self-supervised Pathology Segmentation in Medical CT Images

Mikhail Goncharov, Eugenia Soboleva, Mariia Donskova, Daniil Ignatyev, Mikhail Belyaev, Ivan Oseledets, Marina Munkhoeva, Maxim Panov

机构 * IRA-Labs（IRA实验室） ； Institute of Numerical Mathematics（数值数学研究所） ； MSU（莫斯科国立大学） ； MBZUAI（穆萨大学人工智能研究所） 纠错

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

SLaM-DiMM: Shared Latent Modeling for Diffusion Based Missing Modality Synthesis in MRI

Bhavesh Sandbhor, Bheeshm Sharma, Balamurugan Palaniappan

机构 * IIT Bombay（印度理工学院班加罗尔分校） 纠错

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

pFedSAM: Personalized Federated Learning of Segment Anything Model for Medical Image Segmentation

Tong Wang, Xingyue Zhao, Linghao Zhuang, Haoyu Zhao, Jiayi Yin, Yuyang He, Gang Yu, Bo Lin

机构 * College of Computer Science and Technology, Zhejiang University, China（浙江大学计算机科学与技术学院） ； Chinese Academy of Medical Sciences and Peking Union Medical College, China（中国医学科学院与北京协和医学院） ； School of Computer Science, Wuhan University, China（武汉大学计算机学院） ； Innovation Centre for Information, Binjiang Institute of Zhejiang University（浙江大学滨江学院信息创新中心） ； Department of Data and Information, Children's Hospital, Zhejiang University School of Medicine（浙江大学医学院附属儿童医院数据与信息部） 纠错

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

Comments 5 pages

CLEAR: A Clinically-Grounded Tabular Framework for Radiology Report Evaluation

Yuyang Jiang, Chacha Chen, Shengyuan Wang, Feng Li, Zecong Tang, Benjamin M. Mervak, Lydia Chelala, Christopher M Straus, Reve Chahine, Samuel G. Armato, Chenhao Tan

机构 * University of Chicago（芝加哥大学） ； Tsinghua University（清华大学） ； Zhejiang University（浙江大学） ； University of Michigan Department of Statistics（密歇根大学统计学系） ； University of Chicago Department of Computer Science（芝加哥大学计算机科学系） ； University of Chicago Department of Computer Science and Technology（芝加哥大学计算机科学与技术系） ； Tsinghua University Department of Radiology（清华大学放射学系） ； University of Chicago College of Control Science and Engineering（芝加哥大学控制科学与工程学院） 纠错

专题命中 医学影像 ：radiology(title,abstract)

Comments Accepted to Findings of EMNLP 2025; 20 pages, 5 figures

Uncertainty-Gated Deformable Network for Breast Tumor Segmentation in MR Images

Yue Zhang, Jiahua Dong, Chengtao Peng, Qiuli Wang, Dan Song, Guiduo Duan

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； School of Computer Science and Information Engineering, Hefei University of Science（合肥科学技术大学计算机科学与信息工程学院） ； Department of Radiology, Southwest Hospital, Army Medical University（西南医院放射科，中国人民解放军陆军军医大学） ； School of Electrical and Information Engineering, Tianjin University（天津大学电气与信息工程学院） 纠错

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

Comments 5 pages, 2 figures

Examining Deployment and Refinement of the VIOLA-AI Intracranial Hemorrhage Model Using an Interactive NeoMedSys Platform

Qinghui Liu, Jon E. Nesvold, Hanna Raaum, Elakkyen Murugesu, Martin Røvang, Bradley J Maclntosh, Atle Bjørnerud, Karoline Skogen

机构 * Computational Radiology & Artificial Intelligence Unit, Department of Physics and Computational Radiology, Clinic for Radiology and Nuclear Medicine（计算放射学与人工智能单元，物理与计算放射学部门，放射科与核医学诊所） ； Oslo University Hospital（奥斯陆大学医院） ； Department of Physics（物理部门） ； University of Oslo（奥斯陆大学） ； Department of Medical Biophysics（医学生物物理学部门） ； University of Toronto（多伦多大学） 纠错

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

Comments 21 pages, 11 figures, on submission to BMC Methods

Temperature-Driven Robust Disease Detection in Brain and Gastrointestinal Disorders via Context-Aware Adaptive Knowledge Distillation

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 医学影像 ：medical image(abstract)；MRI(abstract)；分类 cs.CV；biomedical(comments)

Comments This version v2 updates the title to match the version accepted for publication in biomedical-signal-processing-and-control. The title has been changed to 'Temperature-Driven Robust Disease Detection in Brain and Gastrointestinal Disorders via Context-Aware Adaptive Knowledge Distillation'. The scientific content is unchanged from v1

Training Variational Quantum Circuits Using Particle Swarm Optimization

Marco Mordacci, Michele Amoretti

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

The Missing Piece: A Case for Pre-Training in 3D Medical Object Detection

Katharina Eckstein, Constantin Ulrich, Michael Baumgartner, Jessica Kächele, Dimitrios Bounias, Tassilo Wald, Ralf Floca, Klaus H. Maier-Hein

机构 * Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany（海德堡大学医学系） ； German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Core Center Heidelberg, Germany（德国癌症研究中心（DKFZ）） ； Helmholtz Imaging, DKFZ, Heidelberg, Germany（海德堡影像技术） ； Faculty of Mathematics and Computer Science, Heidelberg University, Germany（海德堡大学数学与计算机科学系） ； Heidelberg Institute of Radiation Oncology (HIRO), National Center for Radiation Research in Oncology (NCRO), Heidelberg, Germany（海德堡放射肿瘤研究所） ； Pattern Analysis and Learning Group, Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany（放射肿瘤科模式分析与学习组） ； National Center for Tumor Diseases (NCT) Heidelberg, Heidelberg, Germany（海德堡肿瘤疾病国家中心） 纠错

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

Comments MICCAI 2025

Journal ref Medical Image Computing and Computer Assisted Intervention - MICCAI 2025. MICCAI 2025. Lecture Notes in Computer Science, vol 15963. Springer, Cham

Autonomous Reporting of Normal Chest X-rays by Artificial Intelligence in the United Kingdom. Can We Take the Human Out of the Loop?

Katrina Nash, James Vaz, Ahmed Maiter, Christopher Johns, Nicholas Woznitza, Aditya Kale, Abdala Espinosa Morgado, Rhidian Bramley, Mark Hall, David Lowe, Alex Novak, Sarim Ather

专题命中 医学影像 ：radiology(abstract)；分类 cs.CV、q-bio、eess.IV

Prostate Capsule Segmentation from Micro-Ultrasound Images using Adaptive Focal Loss

Kaniz Fatema, Vaibhav Thakur, Emad A. Mohammed

机构 * Department of Physics（物理系） ； Computer Science, Wilfrid Laurier University（计算机科学，威廉·劳里尔大学） 纠错

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

UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation

Xiaoqi Zhao, Youwei Pang, Chenyang Yu, Lihe Zhang, Huchuan Lu, Shijian Lu, Georges El Fakhri, Xiaofeng Liu

机构 * Yale University, USA（耶鲁大学） ； Nanyang Technological University, Singapore（南洋理工大学） ； Dalian University of Technology, China（大连理工大学） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Comments Accepted by NeurIPS 2025

Scalable Hessian-free Proximal Conjugate Gradient Method for Nonconvex and Nonsmooth Optimization

Yiming Zhou, Wei Dai

专题命中 医学影像 ：MRI(abstract)；分类 eess.SP

Comments Manuscript for ICASSP 2026 Submission

NeuroRAD-FM: A Foundation Model for Neuro-Oncology with Distributionally Robust Training

Moinak Bhattacharya, Angelica P. Kurtz, Fabio M. Iwamoto, Prateek Prasanna, Gagandeep Singh

机构 * Department of Biomedical Informatics, Stony Brook University（生物医学信息学系，石溪大学） ； Department of Radiology, Columbia University Irving Medical Center（放射学系，哥伦比亚大学伊万杰琳医疗中心） ； Department of Neuro-Oncology, Columbia University Irving Medical Center（神经肿瘤学系，哥伦比亚大学伊万杰琳医疗中心） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

DischargeSim: A Simulation Benchmark for Educational Doctor-Patient Communication at Discharge

Zonghai Yao, Michael Sun, Won Seok Jang, Sunjae Kwon, Soie Kwon, Hong Yu

专题命中 临床大模型 ：diagnosis(abstract)

Comments Equal contribution for the first two authors. To appear in the proceedings of the Main Conference on Empirical Methods in Natural Language Processing (EMNLP) 2025

From Data to Diagnosis: A Large, Comprehensive Bone Marrow Dataset and AI Methods for Childhood Leukemia Prediction

Henning Höfener, Farina Kock, Martina Pontones, Tabita Ghete, David Pfrang, Nicholas Dickel, Meik Kunz, Daniela P. Schacherer, David A. Clunie, Andrey Fedorov, Max Westphal, Markus Metzler

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

DAFTED: Decoupled Asymmetric Fusion of Tabular and Echocardiographic Data for Cardiac Hypertension Diagnosis

Jérémie Stym-Popper, Nathan Painchaud, Clément Rambour, Pierre-Yves Courand, Nicolas Thome, Olivier Bernard

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

Comments 9 pages, Accepted at MIDL 2025 (Oral)

Compound Fault Diagnosis for Train Transmission Systems Using Deep Learning with Fourier-enhanced Representation

Jonathan Adam Rico, Nagarajan Raghavan, Senthilnath Jayavelu

机构 * Engineering Product Development（工程产品开发） ； SUTD（新加坡科技设计大学） ； Institute for Infocomm Research（信息通信研究所） ； A*STAR（科技研究局） 纠错

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

Comments Accepted for the 2025 IEEE Conference on Prognostics and Health Management (ICPHM 2025)

Network-Based Detection of Autism Spectrum Disorder Using Sustainable and Non-invasive Salivary Biomarkers

Janayna M. Fernandes, Robinson Sabino-Silva, Murillo G. Carneiro

机构 * Faculty of Computing, Federal University of Uberlândia（计算学院，伯南迪利亚联邦大学） ； Department of Physiology, Institute of Biomedical Sciences, Federal University of Uberlândia（生理学系，生物医学科学研究所，伯南迪利亚联邦大学） 纠错

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

IEFS-GMB: Gradient Memory Bank-Guided Feature Selection Based on Information Entropy for EEG Classification of Neurological Disorders

Liang Zhang, Hanyang Dong, Jia-Hong Gao, Yi Sun, Kuntao Xiao, Wanli Yang, Zhao Lv, Shurong Sheng

机构 * Institute of Artificial Intelligence, Heifei Comprehensive National Science Center（人工智能研究院） ； School of Artificial Intelligence, Anhui University（人工智能学院） ； McGovern Institute for Brain Research, Peking University（脑科学研究院） ； Center for MRI Research, Academy for Advanced Interdisciplinary Studies, Peking University（磁共振研究中心） ； Anhui Province Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University（多模态认知计算重点实验室） 纠错

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

Who Pays, Who Benefits? Producer-Insurer Games in Life-Saving Medicines

Delia Coculescu, Maximilian Janisch, Thomas Lehéricy

专题命中 诊断辅助 ：diagnosis(abstract)

Comments 40 pages

Clinical Multi-modal Fusion with Heterogeneous Graph and Disease Correlation Learning for Multi-Disease Prediction

Yueheng Jiang, Peng Zhang

专题命中 诊断辅助 ：diagnosis(abstract)

Scalable CVD Graphene Field-Effect Transistor Platform for Viral Detection: Application to COVID-19

Leonardo Martini, Ylea Vlamidis, Ileana Armando, Domenica Convertino, Vaidotas Mišeikis, Valerio Voliani, Camilla Coletti

专题命中 诊断辅助 ：diagnosis(abstract)

DPC-QA Net: A No-Reference Dual-Stream Perceptual and Cellular Quality Assessment Network for Histopathology Images

Qijun Yang, Boyang Wang, Hujun Yin

机构 * University of Manchester（曼彻斯特大学） ； Beihang University（北航大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV、eess.IV

HistDiST: Histopathological Diffusion-based Stain Transfer

Erik Großkopf, Valay Bundele, Mehran Hosseinzadeh, Hendrik P. A. Lensch

机构 * University of Tübingen（图宾根大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV、eess.IV

Comments Accepted to DAGM GCPR 2025

Enhancing WSI-Based Survival Analysis with Report-Auxiliary Self-Distillation

Zheng Wang, Hong Liu, Zheng Wang, Danyi Li, Min Cen, Baptiste Magnier, Li Liang, Liansheng Wang

机构 * School of Informatics, Xiamen University, Xiamen, China（厦门大学信息学院） ； Shanghai Innovation Institution, Shanghai, China（上海创新机构） ； Nanfang Hospital, Southern Medical University, Guangzhou, China（南方医科大学珠江医院） ； School of Artificial Intelligence and Data Science, University of Science and Technology of China, Hefei, China（中国科学技术大学人工智能与数据科学学院） ； EuroMov Digital Health in Motion, Univ Montpellier, IMT Mines Ales, Ales, France（EuroMov数字健康运动） ； Service de Médecine Nucléaire, Centre Hospitalier Universitaire de Nîmes, Université de Montpellier, Nîmes, France（蒙彼利埃大学尼姆大学医院核医学服务） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

RegionMed-CLIP: A Region-Aware Multimodal Contrastive Learning Pre-trained Model for Medical Image Understanding

Tianchen Fang, Guiru Liu

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

Comments Upon further review, we identified that our dataset requires optimization to ensure research reliability and accuracy. Additionally, considering the target journal's latest submission policies, we believe comprehensive manuscript revisions are necessary

Self-supervised learning of imaging and clinical signatures using a multimodal joint-embedding predictive architecture

Thomas Z. Li, Aravind R. Krishnan, Lianrui Zuo, John M. Still, Kim L. Sandler, Fabien Maldonado, Thomas A. Lasko, Bennett A. Landman

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

A Weak Supervision Approach for Monitoring Recreational Drug Use Effects in Social Media

Lucía Prieto-Santamaría, Alba Cortés Iglesias, Claudio Vidal Giné, Fermín Fernández Calderón, Óscar M. Lozano, Alejandro Rodríguez-González

机构 * Escuela Técnica Superior de Ingenieros Informáticos, Universidad Politécnica de Madrid, Spain（马德里理工大学信息工程高级学院） ； Centro de Tecnología Biomédica, Universidad Politécnica de Madrid, Spain（马德里理工大学生物医学技术中心） ； Asociación Bienestar y Desarrollo, Energy Control, Spain（福祉与发展协会，能源控制） ； Clinical and Experimental Psychology Department, University of Huelva, Spain（临床与实验心理学系，赫罗纳大学） ； Research Center for Natural Resources, Health and the Environment, University of Huelva, Spain（自然资源、健康与环境研究中心，赫罗纳大学） 纠错

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

Phase-matched Deep Ultraviolet Chiral Bound States in the Continuum Metalens

Omar A. M. Abdelraouf

专题命中 生物医学文本 ：biomedical(abstract)