医学 AI

Multimodal Medical Image Binding via Shared Text Embeddings

Yunhao Liu, Suyang Xi, Shiqi Liu, Hong Ding, Chicheng Jin, Chong Zhong, Junjun He, Catherine C. Liu, Yiqing Shen

机构 * The Hong Kong Polytechnic University（香港理工大学） ； Emory University（埃默里大学） ； The University of Hong Kong（香港大学） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； University of Science and Technology of China（中国科学技术大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Comments 10 pages, 3 figures

Toward a robust lesion detection model in breast DCE-MRI: adapting foundation models to high-risk women

Gabriel A. B. do Nascimento, Vincent Dong, Guilherme J. Cavalcante, Alex Nguyen, Thaís G. do Rêgo, Yuri Malheiros, Telmo M. Silva Filho, Carla R. Zeballos Torrez, James C. Gee, Anne Marie McCarthy, Andrew D. A. Maidment, Bruno Barufaldi

机构 * University of Pennsylvania（宾夕法尼亚大学） ； Federal University of Paraíba（帕拉分校联邦大学） ； University of Bristol（布里斯托大学） 纠错

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

Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data Release

Andrew M Birnbaum, Adam Buchwald, Peter Turkeltaub, Adam Jacks, George Carra, Shreya Kannana, Yu Huang, Abhisheck Datta, Lucas C Parra, Lukas A Hirsch

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

Prompt-Guided Patch UNet-VAE with Adversarial Supervision for Adrenal Gland Segmentation in Computed Tomography Medical Images

Hania Ghouse, Muzammil Behzad

机构 * King Fahd University of Petroleum and Minerals（国王法赫德石油大学） ； SDAIA-KFUPM Joint Research Center for Artificial Intelligence（SDAIA-KFUPM人工智能联合研究中心） 纠错

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

SliceMamba with Neural Architecture Search for Medical Image Segmentation

Chao Fan, Hongyuan Yu, Yan Huang, Liang Wang, Zhenghan Yang, Xibin Jia

机构 * School of Computer Science, Beijing University of Technology（北京工业大学计算机科学学院） ； Xiaomi Inc（小米公司） ； Department of Radiology, Capital Medical University Affiliated Beijing Friendship Hospital（首都医科大学附属北京友谊医院放射科） ； New Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所模式识别新实验室） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Journal ref 1 - 13 2025

MedLiteNet: Lightweight Hybrid Medical Image Segmentation Model

Pengyang Yu, Haoquan Wang, Gerard Marks, Tahar Kechadi, Laurence T. Yang, Sahraoui Dhelim, Nyothiri Aung

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

SPENet: Self-guided Prototype Enhancement Network for Few-shot Medical Image Segmentation

Chao Fan, Xibin Jia, Anqi Xiao, Hongyuan Yu, Zhenghan Yang, Dawei Yang, Hui Xu, Yan Huang, Liang Wang

机构 * School of Computer Science, Beijing University of Technology, Beijing, China（北京理工大学计算机科学学院） ； Institute of Automation Chinese Academy of Sciences, Beijing, China（中国科学院自动化研究所） ； Multimedia Department Xiaomi Inc, Beijing, China（小米公司多媒体部门） ； Capital Medical University Affiliated Beijing Friendship Hospital, Beijing, China（首都医科大学附属北京友谊医院） 纠错

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

Comments Accepted by MICCAI2025

Masked Autoencoder Pretraining and BiXLSTM ResNet Architecture for PET/CT Tumor Segmentation

Moona Mazher, Steven A Niederer, Abdul Qayyum

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

Application of Quantum Convolutional Neural Networks for MRI-Based Brain Tumor Detection and Classification

Sugih Pratama Nugraha, Ariiq Islam Alfajri, Tony Sumaryada, Duong Thanh Tai, Nissren Tamam, Abdelmoneim Sulieman, Sitti Yani

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

MSA2-Net: Utilizing Self-Adaptive Convolution Module to Extract Multi-Scale Information in Medical Image Segmentation

Chao Deng, Xiaosen Li, Xiao Qin

机构 * School of Artificial Intelligence, Nanning Normal University, Nanning, Guangxi, 530100, People's Republic of China（南宁师范学院人工智能学院） ； School of Artificial Intelligence, Guangxi Minzu University, Nanning, Guangxi, 530300, People’s Republic of China（广西民族大学人工智能学院） 纠错

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

PadChest-GR: A Bilingual Chest X-ray Dataset for Grounded Radiology Report Generation

Daniel C. Castro, Aurelia Bustos, Shruthi Bannur, Stephanie L. Hyland, Kenza Bouzid, Maria Teodora Wetscherek, Maria Dolores Sánchez-Valverde, Lara Jaques-Pérez, Lourdes Pérez-Rodríguez, Kenji Takeda, José María Salinas, Javier Alvarez-Valle, Joaquín Galant Herrero, Antonio Pertusa

机构 * Microsoft Research（微软研究院） ； Medbravo ； Department of Radiology, University of Cambridge（剑桥大学放射科） ； Cambridge University Hospitals NHS Foundation Trust（剑桥大学医院 NHS 基础研究信托） ； University Hospital Sant Joan d’Alacant（圣约翰·达·阿尔坎特医院） ； Department of Health Informatics, University Hospital Sant Joan d’Alacant（圣约翰·达·阿尔坎特医院健康信息学系） ； University Institute for Computing Research, University of Alicante（阿利坎特大学计算研究学院） 纠错

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

On the Role of Demagnetizing Tensors in Arbitrary Orientations of General Ellipsoid: Implications for MRI Safety Assessment

Tomppa Pakarinen

专题命中 医学影像 ：MRI(title,abstract)

Comments This work has been submitted to the IOP for possible publication

Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond

Yundi Zhang, Paul Hager, Che Liu, Suprosanna Shit, Chen Chen, Daniel Rueckert, Jiazhen Pan

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

Image-Guided Surgery: Technology, Quality, Innovation, and Opportunities for Medical Physics

Jeffrey H. Siewerdsen

专题命中 医学影像 ：radiology(abstract)；biomedical(abstract)；分类 eess.IV

Comments 20 pages, 6 figures

SynBT: High-quality Tumor Synthesis for Breast Tumor Segmentation by 3D Diffusion Model

Hongxu Yang, Edina Timko, Levente Lippenszky, Vanda Czipczer, Lehel Ferenczi

机构 * Science \& Technology Org. AI \& ML, GE HealthCare, Eindhoven, Netherlands Science \& Technology Org. AI \& ML, GE HealthCare, Budapest, Hungary 纠错

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

Comments Accepted by MICCAI 2025 Deep-Breath Workshop. Supported by IHI SYNTHIA project

Optimized two-stage AI-based Neural Decoding for Enhanced Visual Stimulus Reconstruction from fMRI Data

Lorenzo Veronese, Andrea Moglia, Luca Mainardi, Pietro Cerveri

机构 * Department of Electronics, Information, and Bioengineering, Politecnico di Milano（电子、信息与生物工程系，米兰理工大学） ； Università di Pavia（帕维亚大学） 纠错

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

Comments 14 pages, 5 figures

Journal ref J. Neural Eng. 22 046048 (2025)

Deep Self-knowledge Distillation: A hierarchical supervised learning for coronary artery segmentation

Mingfeng Lin

机构 * Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学深圳学院） ； Xiamen University, Xiamen, China（厦门大学） 纠错

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

Temporally-Aware Diffusion Model for Brain Progression Modelling with Bidirectional Temporal Regularisation

Mattia Litrico, Francesco Guarnera, Mario Valerio Giuffrida, Daniele Ravì, Sebastiano Battiato

机构 * University of Catania（卡塔尼亚大学） ； University of Nottingham（诺丁汉大学） ； University of Messina（梅萨尼亚大学） 纠错

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

Preserving instance continuity and length in segmentation through connectivity-aware loss computation

Karol Szustakowski, Luk Frank, Julia Esser, Jan Gründemann, Marie Piraud

机构 * Helmholtz AI, Helmholtz Munich（海德堡人工智能研究所，海德堡穆恩希） 纠错

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

Comments \c{opyright} 2025 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

Single Domain Generalization in Diabetic Retinopathy: A Neuro-Symbolic Learning Approach

Midhat Urooj, Ayan Banerjee, Farhat Shaikh, Kuntal Thakur, Sandeep Gupta

机构 * Impact Lab, Arizona State University（Impact实验室，亚利桑那州立大学） 纠错

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

Comments Accepted in ANSyA 2025: 1st International Workshop on Advanced Neuro-Symbolic Applications

Journal ref ANSyA 2025: 1st International Workshop on Advanced Neuro-Symbolic Applications

Beyond Synthetic Augmentation: Group-Aware Threshold Calibration for Robust Balanced Accuracy in Imbalanced Learning

Hunter Gittlin

机构 * Pine Crest School（皮尼特里学校） 纠错

专题命中 医学影像 ：CT(abstract)；分类 cs.LG

Comments Accepted to the AIDEM'25 conference at ECML; to be published in Springer (LNCS)

MR sequence design to account for non-ideal gradient performance

Daniel J West, Felix Glang, Jonathan Endres, David Leitão, Moritz Zaiss, Joseph V Hajnal, Shaihan J Malik

专题命中 医学影像 ：MRI(abstract)

Comments 19 pages, 6 figures (including supporting information)