医学 AI

DiSSECT: Structuring Transfer-Ready Medical Image Representations through Discrete Self-Supervision

Azad Singh, Deepak Mishra

机构 * Department of Computer Science, Indian Institute of Technology Jodhpur（计算机科学系，印度理工学院贾布尔） 纠错

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

Multimodal Medical Image Classification via Synergistic Learning Pre-training

Qinghua Lin, Guang-Hai Liu, Zuoyong Li, Yang Li, Yuting Jiang, Xiang Wu

机构 * College of Biomedical Engineering, Fudan University（复旦大学生物医学工程学院） ； College of Computer Science and Engineering, Guangxi Normal University（广西师范大学计算机科学与工程学院） ； Fujian Provincial Key Laboratory of Information Processing and Intelligent Control, School of Computer and Big Data, Minjiang University（福建省信息处理与智能控制重点实验室，闽江学院计算机与大数据学院） ； Department of Automation Science and Electrical Engineering, Beihang University（北京航空航天大学自动化科学与电气工程学院） ； Department of Digestive Endoscopy, Fuzhou University Affiliated Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University（福州市大学附属省医院消化内镜科，福建医科大学省临床医学学院） ； Department of Urology, Fuzhou University Affiliated Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University（福州市大学附属省医院泌尿科，福建医科大学省临床医学学院） 纠错

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

Measurement Score-Based MRI Reconstruction with Automatic Coil Sensitivity Estimation

Tingjun Liu, Chicago Y. Park, Yuyang Hu, Hongyu An, Ulugbek S. Kamilov

机构 * WashU, USA（华盛顿大学（美国）） 纠错

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

Comments 7 pages, 2 figures. Equal contribution: Tingjun Liu and Chicago Y. Park

SSCM: A Spatial-Semantic Consistent Model for Multi-Contrast MRI Super-Resolution

Xiaoman Wu, Lubin Gan, Siying Wu, Jing Zhang, Yunwei Ou, Xiaoyan Sun

机构 * University of Science and Technology of China（科学技术大学） ； Anhui Province Key Laboratory of Biomedical Imaging and Intelligent Processing（安徽省生物医学成像与智能处理重点实验室） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（人工智能研究所） ； Beijing Tiantan Hospital, Capital Medical University（北京天坛医院） 纠错

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

BridgeSplat: Bidirectionally Coupled CT and Non-Rigid Gaussian Splatting for Deformable Intraoperative Surgical Navigation

Maximilian Fehrentz, Alexander Winkler, Thomas Heiliger, Nazim Haouchine, Christian Heiliger, Nassir Navab

机构 * Computer Aided Medical Procedures, TU Munich, Munich, Germany（慕尼黑技术大学计算机辅助医疗程序部） ； Department of General, Visceral, and Transplantation Surgery, Hospital of the LMU Munich, Ludwig-Maximilians-Universität (LMU), Munich, Germany（慕尼黑路德维希-马克西米利安大学（LMU）普通外科、 visceral外科及移植外科部门） ； Harvard Medical School, Brigham and Women's Hospital, Boston, MA, USA（哈佛医学院布里特妇女医院） 纠错

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

Comments Accepted at MICCAI 2025

MK-UNet: Multi-kernel Lightweight CNN for Medical Image Segmentation

Md Mostafijur Rahman, Radu Marculescu

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments 11 pages, 3 figures, Accepted at ICCV 2025 Workshop CVAMD

CPT-4DMR: Continuous sPatial-Temporal Representation for 4D-MRI Reconstruction

Xinyang Wu, Muheng Li, Xia Li, Orso Pusterla, Sairos Safai, Philippe C. Cattin, Antony J. Lomax, Ye Zhang

机构 * Center for Proton Therapy, Paul Scherrer Institut（质子治疗中心，保罗·施特格勒研究所） ； Department of Physics, ETH Zurich（苏黎世联邦理工学院物理系） ； Department of Computer Science, ETH Zurich（苏黎世联邦理工学院计算机科学系） ； Department of Radiology, Division of Radiological Physics, University Hospital Basel（巴塞尔大学医院放射科，放射物理 division） ； Department of Biomedical Engineering, University of Basel（巴塞尔大学生物医学工程系） ； Institute for Biomedical Engineering, University and ETH Zurich（生物医学工程研究所，大学与苏黎世联邦理工学院） 纠错

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

Comparison of Adaptive plan doses using Velocity generated synthetic CT with KV CBCT and re-planning CT

Sudam Masanta, Gurvinder Singh, Shefali Pahwa, Shekhar Dwivedi, Devaraju Sampathirao, Ramandeep Singh

专题命中 医学影像 ：CT(title,abstract)

Comments 8 pages; comments welcome!

Gaussian Process Diffeomorphic Statistical Shape Modelling Outperforms Angle-Based Methods for Assessment of Hip Dysplasia

Allen Paul, George Grammatopoulos, Adwaye Rambojun, Neill D. F. Campbell, Harinderjit S. Gill, Tony Shardlow

机构 * Department of Mathematical Sciences（数学科学系） ； The Ottawa Hospital（渥太华医院） ； Department of Mechanical Engineering（机械工程系） ； Department of Computer Science（计算机科学系） 纠错

专题命中 医学影像 ：CT(abstract)；diagnosis(abstract)；分类 cs.LG

Visionerves: Automatic and Reproducible Hybrid AI for Peripheral Nervous System Recognition Applied to Endometriosis Cases

Giammarco La Barbera, Enzo Bonnot, Thomas Isla, Juan Pablo de la Plata, Joy-Rose Dunoyer de Segonzac, Jennifer Attali, Cécile Lozach, Alexandre Bellucci, Louis Marcellin, Laure Fournier, Sabine Sarnacki, Pietro Gori, Isabelle Bloch

机构 * IMAG2, Institut Imagine, Université Paris Cité, France（IMAG2研究所，Imagine机构，巴黎cité大学，法国） ； Replico SAS, Paris, France（Replico SAS公司，巴黎，法国） ； LTCI, Télécom Paris, Institut Polytechnique de Paris, France（LTCI研究所，巴黎电信学院，巴黎高等理工学院，法国） ； Université Paris Cité, Department of Pediatric Imaging, Hôpital Necker Enfants-Malades, Assistance Publique-Hôpitaux de Paris (AP-HP), France（巴黎cité大学，儿科影像部门，Necker儿童医院，巴黎公共医院（AP-HP），法国） ； Université Paris Cité, Department of Radiology, Hôpital Européen Georges Pompidou, AP-HP, France（巴黎cité大学，放射学部门，乔治·蓬皮杜欧洲医院，巴黎公共医院（AP-HP），法国） ； Université Paris Cité, Department of Gynecological Surgery and Oncology (Professor Chapron), Hôpital Cochin, AP-HP, France（巴黎cité大学，妇科外科与肿瘤学部门（教授Chapron），科医院，巴黎公共医院（AP-HP），法国） ； Department of Development, Reproduction and Cancer (Professor Batteux), Institut Cochin, Paris, France（发展、繁殖和癌症部门（教授Batteux），科医院，巴黎，法国） ； Université Paris Cité, Department of Pediatric Surgery, Hôpital Necker Enfants-Malades, AP-HP, France（巴黎cité大学，儿科外科部门，Necker儿童医院，巴黎公共医院（AP-HP），法国） ； Sorbonne Université, CNRS, LIP6, Paris（索邦大学，国家科学研究中心，LIP6研究所，巴黎） 纠错

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

Comments Computer-Aided Pelvic Imaging for Female Health (CAPI) - Workshop MICCAI 2025

DiffusionBlend: Learning 3D Image Prior through Position-aware Diffusion Score Blending for 3D Computed Tomography Reconstruction

Bowen Song, Jason Hu, Zhaoxu Luo, Jeffrey A. Fessler, Liyue Shen

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

Journal ref Neural Information Processing Systems (NeurIPS), 2024

Learning Image Priors through Patch-based Diffusion Models for Solving Inverse Problems

Jason Hu, Bowen Song, Xiaojian Xu, Liyue Shen, Jeffrey A. Fessler

机构 * Department of Electrical and Computer Engineering University of Michigan（电气与计算机工程系 华盛顿大学） 纠错

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

Journal ref Neural Information Processing Systems (NeurIPS), 2024

A DyL-Unet framework based on dynamic learning for Temporally Consistent Echocardiographic Segmentation

Jierui Qu, Jianchun Zhao

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

Enhancing Video Object Segmentation in TrackRAD Using XMem Memory Network

Pengchao Deng, Shengqi Chen

机构 * School of Electronic Engineering, Beijing University of Posts 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Neural Network-Driven Direct CBCT-Based Dose Calculation for Head-and-Neck Proton Treatment Planning

Muheng Li, Evangelia Choulilitsa, Lisa Fankhauser, Francesca Albertini, Antony Lomax, Ye Zhang

机构 * Center for Proton Therapy, Paul Scherrer Institute (PSI)（质子治疗中心，保罗·施特格利研究所） ； Department of Physics, ETH Zürich（物理系，苏黎世联邦理工学院） 纠错

专题命中 医学影像 ：CT(abstract)；分类 cs.CV

Influence of Classification Task and Distribution Shift Type on OOD Detection in Fetal Ultrasound

Chun Kit Wong, Anders N. Christensen, Cosmin I. Bercea, Julia A. Schnabel, Martin G. Tolsgaard, Aasa Feragen

机构 * Technical University of Denmark（丹麦技术大学） ； Pioneer Centre for AI（先锋人工智能中心） ； Technical University of Munich（慕尼黑技术大学） ； Helmholtz AI and Helmholtz Munich（海德堡人工智能与海德堡慕尼黑） ； King’s College London（伦敦国王学院） ； University of Copenhagen（哥本哈根大学） ； CAMES Rigshospitalet（哥本哈根大学医院） 纠错

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

Comments MICCAI 2025

Pore-Scale Dynamics of Multiphase Reactive Transport in Water-Wet Carbonates under CO2-Acidified Brine Injection: Dissolution Patterns and Reaction Rates

Qianqian Ma, Rukuan Chai, Sajjad Foroughi, Yanghua Wang, Martin J. Blunt, Branko Bijeljic

专题命中 医学影像 ：CT(abstract)

Comments 31 pages, 8 figures

Context Lineage Assurance for Non-Human Identities in Critical Multi-Agent Systems

Sumana Malkapuram, Sameera Gangavarapu, Kailashnath Reddy Kavalakuntla, Ananya Gangavarapu

机构 * Netflix ； Zoetis ； Ravenna 纠错

专题命中 医学影像 ：CT(abstract)

The CRITICAL Records Integrated Standardization Pipeline (CRISP): End-to-End Processing of Large-scale Multi-institutional OMOP CDM Data

Xiaolong Luo, Michael Lingzhi Li

机构 * Harvard University（哈佛大学） 纠错

专题命中 临床大模型 ：clinical AI(abstract)；CT(abstract)；分类 cs.LG

Comments 15 pages, 9 figures

Probabilistic Machine Learning for Uncertainty-Aware Diagnosis of Industrial Systems

Arman Mohammadi, Mattias Krysander, Daniel Jung, Erik Frisk

机构 * Linköping University（_linköping大学） 纠错

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

Development and validation of an AI foundation model for endoscopic diagnosis of esophagogastric junction adenocarcinoma: a cohort and deep learning study

Yikun Ma, Bo Li, Ying Chen, Zijie Yue, Shuchang Xu, Jingyao Li, Lei Ma, Liang Zhong, Duowu Zou, Leiming Xu, Yunshi Zhong, Xiaobo Li, Weiqun Ding, Minmin Zhang, Dongli He, Zhenghong Li, Ye Chen, Ye Zhao, Jialong Zhuo, Xiaofen Wu, Lisha Yi, Miaojing Shi, Huihui Sun

机构 * Shanghai Research Institute for Intelligent Autonomous Systems, Tongji University, China. ； Department of Gastroenterology, Tongji Institute of Digestive Disease, Tongji Hospital Affiliated to Tongji University, Medicine of Tongji University, China. ； College of Electronic ； Information Engineering, Tongji University, China. ； Department of Gastroenterology ； Endoscopy, Huashan Hospital Affiliated to Fudan University, China. ； Department of Gastroenterology, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, China. ； Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, China. ； Endoscopy Center ； Endoscopy Research Institute, Zhongshan Hospital Affiliated to Fudan University, China. ； Hepatology, Key Laboratory Gastroenterology ； Hepatology, Renji Hospital affiliated to Shanghai Jiao Tong University School of Medicine, China. ； Department of Information Center, Tongji Hospital Affiliated to Tongji University, China. ； Department of Gastroenterology, Zhangzhou Affiliated Hospital of Fujian Medical University, China. 纠错

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

Comments Accepted to eClinicalMedicine, Part of The Lancet Discovery Science

A Counterfactual Reasoning Framework for Fault Diagnosis in Robot Perception Systems

Haeyoon Han, Mahdi Taheri, Soon-Jo Chung, Fred Y. Hadaegh

机构 * Division of Engineering and Applied Science, California Institute of Technology (Caltech)（工程与应用科学 division，加州理工学院） 纠错

专题命中 诊断辅助 ：diagnosis(title)

Brittleness and Promise: Knowledge Graph Based Reward Modeling for Diagnostic Reasoning

Saksham Khatwani, He Cheng, Majid Afshar, Dmitriy Dligach, Yanjun Gao

机构 * University of Colorado Boulder（科罗拉多大学博尔德分校） ； University of Colorado Anschutz（科罗拉多大学安舒茨分校） ； University of Wisconsin - Madison（威斯康星大学麦迪逊分校） ； Loyola University Chicago（芝加哥洛约拉大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；biomedical(abstract)

Individualized Mapping of Aberrant Cortical Thickness via Stochastic Cortical Self-Reconstruction

Christian Wachinger, Dennis Hedderich, Melissa Thalhammer, Fabian Bongratz

机构 * Lab for Artificial Intelligence in Medical Imaging, Institute for Diagnostic and Interventional Radiology, School of Medicine and Health, TUM Klinikum, Technical University of Munich (TUM)（人工智能在医学影像中的实验室、诊断与介入放射学研究所、医学与健康学院、TUM医院、慕尼黑技术大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； Department of Neuroradiology, School of Medicine and Health, TUM Klinikum, Technical University of Munich (TUM)（神经放射科、医学与健康学院、TUM医院、慕尼黑技术大学） 纠错

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

Comments Accepted for publication in Medical Image Analysis

Multi-Scale Graph Theoretical Analysis of Resting-State fMRI for Classification of Alzheimer's Disease, Mild Cognitive Impairment, and Healthy Controls

Ali Khazaee, Abdolreza Mohammadi, Ruairi O'Reilly

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

Journal ref SIViP 19, 1192 (2025)

YOLO-LAN: Precise Polyp Detection via Optimized Loss, Augmentations and Negatives

Siddharth Gupta, Jitin Singla

机构 * Department of Biosciences and Bioengineering, IIT Roorkee（生物科学与生物工程系，印度理工学院罗尔基） 纠错

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

Explainable Graph Neural Networks: Understanding Brain Connectivity and Biomarkers in Dementia

Niharika Tewari, Nguyen Linh Dan Le, Mujie Liu, Jing Ren, Ziqi Xu, Tabinda Sarwar, Veeky Baths, Feng Xia

机构 * School of Computing Technologies RMIT University Melbourne VIC Australia ； Department of Biological Sciences ； Department of Computer Science \& Information Systems Birla Institute of Technology ； Institute of Innovation, Science ； Sustainability Federation University Australia Ballarat VIC Australia ； RMIT University ； Birla Institute of Technology ； Federation University Australia 纠错

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

Understanding Clinical Decision-Making in Traditional East Asian Medicine through Dimensionality Reduction: An Empirical Investigation

Hyojin Bae, Bongsu Kang, Chang-Eop Kim

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

Comments 11 pages, 3 figures

Journal ref Computers in Biology and Medicine, Volume 197, Part B, 2025

On the Dynamics of Acceleration in First order Gradient Methods

M Parimi, Rachit Mehra, S. R. Wagh, Amol Yerudkar, Navdeep Singh

专题命中 诊断辅助 ：diagnosis(abstract)

A Chain-of-thought Reasoning Breast Ultrasound Dataset Covering All Histopathology Categories

Haojun Yu, Youcheng Li, Zihan Niu, Nan Zhang, Xuantong Gong, Huan Li, Zhiying Zou, Haifeng Qi, Zhenxiao Cao, Zijie Lan, Xingjian Yuan, Jiating He, Haokai Zhang, Shengtao Zhang, Zicheng Wang, Dong Wang, Ziwei Zhao, Congying Chen, Yong Wang, Wangyan Qin, Qingli Zhu, Liwei Wang

机构 * Peking University（北京大学） ； Peking Union Medical College Hospital（北京大学人民医院） ； Peking University Cancer Hospital & Institute（北京大学肿瘤医院） ； National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College（中国医学科学院国家癌症中心/国家癌症临床科研中心/癌症医院） ； Shenzhen Maternity & Child Health Care Hospital（深圳妇幼保健医院） ； Xi’an Jiaotong University（西安交通大学） ； Yizhun Medical AI Co., Ltd（亿众医疗人工智能有限公司） 纠错

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