医学 AI

Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation

Zihan Cheng, Jintao Guo, Jian Zhang, Lei Qi, Luping Zhou, Yinghuan Shi, Yang Gao

机构 * Shanghai Jiao Tong University School of Medicine（上海交通大学医学院） ； National Institute of Healthcare Data Science（健康数据科学国家研究院） ； State Key Laboratory for Novel Software Technology（新型软件技术国家重点实验室） ； School of Computer Science and Engineering（计算机科学与工程学院） ； Key Lab of Computer Network and Information Integration（计算机网络与信息集成重点实验室） ； School of Electrical and Information Engineering（电气与信息工程学院） ； The University of Sydney（悉尼大学） 纠错

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

Comments Accepted by IEEE TMI 2025. The code is available at https://github.com/orange-czh/Mamba-Sea

Causal Disentanglement for Robust Long-tail Medical Image Generation

Weizhi Nie, Zichun Zhang, Weijie Wang, Bruno Lepri, Anan Liu, Nicu Sebe

机构 * School of Electrical and Information Engineering, Tianjin University, China（天津大学电气与信息工程学院） ； Department of Information Engineering and Computer Science, University of Trento, Italy（特伦托大学信息工程与计算机科学系） ； Fondazione Bruno Kessler, Italy（布鲁诺·克塞勒基金会） 纠错

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

CT-NeRF: Incremental Optimizing Neural Radiance Field and Poses with Complex Trajectory

Yunlong Ran, Yanxu Li, Qi Ye, Yuchi Huo, Zechun Bai, Jiahao Sun, Jiming Chen

机构 * Zhejiang University（浙江大学） ； Shandong University（山东省大学） 纠错

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

MediSee: Reasoning-based Pixel-level Perception in Medical Images

Qinyue Tong, Ziqian Lu, Jun Liu, Yangming Zheng, Zheming Lu

机构 * Zhejiang University（浙江大学） 纠错

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

Comments 10 pages, 6 figures

Embedding Radiomics into Vision Transformers for Multimodal Medical Image Classification

Zhenyu Yang, Haiming Zhu, Rihui Zhang, Haipeng Zhang, Jianliang Wang, Chunhao Wang, Minbin Chen, Fang-Fang Yin

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

Comments 27 pages, 3 figures

Evaluating Vision Language Models (VLMs) for Radiology: A Comprehensive Analysis

Frank Li, Hari Trivedi, Bardia Khosravi, Theo Dapamede, Mohammadreza Chavoshi, Abdulhameed Dere, Rohan Satya Isaac, Aawez Mansuri, Janice Newsome, Saptarshi Purkayastha, Judy Gichoya

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

Benchmarking the Reproducibility of Brain MRI Segmentation Across Scanners and Time

Ekaterina Kondrateva, Sandzhi Barg, Mikhail Vasiliev

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

Diffusion Bridge Models for 3D Medical Image Translation

Shaorong Zhang, Tamoghna Chattopadhyay, Sophia I. Thomopoulos, Jose-Luis Ambite, Paul M. Thompson, Greg Ver Steeg

机构 * University of California Riverside（加州大学河滨分校） ； Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California（加州大学洛杉矶分校医学学院） ； Information Sciences Institute, University of Southern California（加州大学洛杉矶分校信息科学研究所） 纠错

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

SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training

Shuang Zeng, Lei Zhu, Xinliang Zhang, Hangzhou He, Yanye Lu

机构 * Institute of Medical Technology, Peking University Health Science Center, Peking University（北京大学医学部医学技术研究所） ； Department of Biomedical Engineering, Peking University（北京大学生物医学工程系） ； National Biomedical Imaging Center, Peking University（北京大学国家生物医学成像中心） ； Institute of Biomedical Engineering, Shenzhen Bay Laboratory（深圳湾实验室生物医学工程研究所） ； Institute of Biomedical Engineering, Peking University Shenzhen Graduate School（北京大学深圳研究生院生物医学工程研究所） 纠错

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

WT-BCP: Wavelet Transform based Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation

Mingya Zhang, Liang Wang, Limei Gu, Tingsheng Ling, Xianping Tao

机构 * Nanjing University（南京大学） ； Jiangsu Provincial Hospital of Traditional Chinese Medicine（江苏省中医药研究院） 纠错

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

Comments 6 pages

A Brain Age Residual Biomarker (BARB): Leveraging MRI-Based Models to Detect Latent Health Conditions in U.S. Veterans

Shahrzad Jamshidi, Arthur Bousquet, Sugata Banerji, Mark F. Conneely, Bita Aslrousta

机构 * Department of Mathematics and Computer Science, Lake Forest College（数学与计算机科学系，拉克森林学院） ； Captain James A. Lovell Federal Health Care Center（詹姆斯·A·洛夫联邦医疗中心） ； Rosalind Franklin University of Medicine and Science（罗莎琳德·弗兰克林医学院和科学大学） 纠错

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

Comments Submitted to NeuroImage

Multi-Parameter Molecular MRI Quantification using Physics-Informed Self-Supervised Learning

Alex Finkelstein, Nikita Vladimirov, Moritz Zaiss, Or Perlman

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

Comments This project was funded by the European Union (ERC, BabyMagnet, project no. 101115639), the Ministry of Innovation, Science and Technology, Israel, and a grant from the Tel Aviv University Center for AI and Data Science (TAD, The Blavatnik AI and Data Science Fund). None of above can be held responsible for views and opinions expressed, which are those of the authors alone

Journal ref Commun Phys 8, 164 (2025)

Dual Deep Learning Approach for Non-invasive Renal Tumour Subtyping with VERDICT-MRI

Snigdha Sen, Lorna Smith, Lucy Caselton, Joey Clemente, Maxine Tran, Shonit Punwani, David Atkinson, Richard L Hesketh, Eleftheria Panagiotaki

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

Comments 19 pages, 9 figures

Global and Local Mamba Network for Multi-Modality Medical Image Super-Resolution

Zexin Ji, Beiji Zou, Xiaoyan Kui, Sebastien Thureau, Su Ruan

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

Tumor likelihood estimation on MRI prostate data by utilizing k-Space information

M. Rempe, F. Hörst, C. Seibold, B. Hadaschik, M. Schlimbach, J. Egger, K. Kröninger, F. Breuer, M. Blaimer, J. Kleesiek

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

Deep Image prior with StruCtUred Sparsity (DISCUS) for dynamic MRI reconstruction

Muhammad A. Sultan, Chong Chen, Yingmin Liu, Xuan Lei, Rizwan Ahmad

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

Comments To appear in 2024 ISBI

Surface Coil Intensity Correction for MRI

Xuan Lei, Philip Schniter, Chong Chen, Muhammad A. Sultan, Rizwan Ahmad

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

AI analysis of medical images at scale as a health disparities probe: a feasibility demonstration using chest radiographs

Heather M. Whitney, Hui Li, Karen Drukker, Elbert Huang, Maryellen L. Giger

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

Comments 21 pages, 4 figures

How Well Can Modern LLMs Act as Agent Cores in Radiology Environments?

Qiaoyu Zheng, Chaoyi Wu, Pengcheng Qiu, Lisong Dai, Ya Zhang, Yanfeng Wang, Weidi Xie

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

3D Universal Lesion Detection and Tagging in CT with Self-Training

Jared Frazier, Tejas Sudharshan Mathai, Jianfei Liu, Angshuman Paul, Ronald M. Summers

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

Comments Published at SPIE Medical Imaging 2023

A Large Model for Non-invasive and Personalized Management of Breast Cancer from Multiparametric MRI

Luyang Luo, Mingxiang Wu, Mei Li, Yi Xin, Qiong Wang, Varut Vardhanabhuti, Winnie CW Chu, Zhenhui Li, Juan Zhou, Pranav Rajpurkar, Hao Chen

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

Comments Nature Communications 2025

Autism Spectrum Disorder Classification with Interpretability in Children based on Structural MRI Features Extracted using Contrastive Variational Autoencoder

Ruimin Ma, Ruitao Xie, Yanlin Wang, Jintao Meng, Yanjie Wei, Wenhui Xi, Yi Pan

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

Journal ref Big Data Mining and Analytics, 2024, 7(3): 781-793

FLAIRBrainSeg: Fine-grained brain segmentation using FLAIR MRI only

Edern Le Bot, Rémi Giraud, Boris Mansencal, Thomas Tourdias, Josè V. Manjon, Pierrick Coupé

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

Comments 9 pages, 6 figures

SelfMedHPM: Self Pre-training With Hard Patches Mining Masked Autoencoders For Medical Image Segmentation

Yunhao Lv, Lingyu Chen, Jian Wang, Yangxi Li, Fang Chen

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

Comments arXiv admin note: text overlap with arXiv:2304.05919 by other authors

WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation

Md Mahfuz Al Hasan, Mahdi Zaman, Abdul Jawad, Alberto Santamaria-Pang, Ho Hin Lee, Ivan Tarapov, Kyle See, Md Shah Imran, Antika Roy, Yaser Pourmohammadi Fallah, Navid Asadizanjani, Reza Forghani

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

Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models

Lin Zhao, Xiao Chen, Eric Z. Chen, Yikang Liu, Terrence Chen, Shanhui Sun

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

FlowMRI-Net: A Generalizable Self-Supervised 4D Flow MRI Reconstruction network

Luuk Jacobs, Marco Piccirelli, Valery Vishnevskiy, Sebastian Kozerke

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

Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation

Zahra TehraniNasab, Amar Kumar, Tal Arbel

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

Comments 10 pages

Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study

Soumitri Chattopadhyay, Basar Demir, Marc Niethammer

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

Divide to Conquer: A Field Decomposition Approach for Multi-Organ Whole-Body CT Image Registration

Xuan Loc Pham, Mathias Prokop, Bram van Ginneken, Alessa Hering

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