医学 AI - arXivDaily 专题

2601.06187 2026-01-13 cs.CV 88%

A Unified Attention U-Net Framework for Cross-Modality Tumor Segmentation in MRI and CT

一种用于MRI和CT肿瘤分割的统一注意力U-Net框架

Nishan Rai, Pushpa R. Dahal

机构 * Department of Computer Science, New Mexico State University（计算机科学系，新墨西哥州立大学）； Department of Plant and Environmental Sciences, New Mexico State University（植物与环境科学系，新墨西哥州立大学）

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

AI总结本文提出一种统一的注意力U-Net框架，通过联合训练MRI和CT数据集，实现了跨模态肿瘤分割的高效分割与高精度评估。

Comments 11 pages, 5 figures

2512.23894 2026-01-01 cs.CV 88%

MRI-to-CT Synthesis With Cranial Suture Segmentations Using A Variational Autoencoder Framework

利用变分自编码器框架的MRI到CT合成：结合颅骨缝段落化

Krithika Iyer, Austin Tapp, Athelia Paulli, Gabrielle Dickerson, Syed Muhammad Anwar, Natasha Lepore, Marius George Linguraru

机构 * Sheikh Zayed Institute for Pediatric Surgical Innovation, Children’s National Hospital, Washington, DC, USA（Sheikh Zayed儿童外科创新研究所，Children’s National医院，华盛顿特区，美国）； CIBORG Lab, Department of Radiology, Children’s Hospital Los Angeles, Los Angeles, CA, USA（CIBORG实验室，放射科，Children’s Hospital Los Angeles，洛杉矶，加利福尼亚州，美国）； Departments of Radiology and Biomedical Engineering, University of Southern California, Los Angeles, CA, USA（放射科和生物医学工程系，美国南加州大学，洛杉矶，加利福尼亚州，美国）； School of Medicine and Health Sciences, George Washington University, Washington, DC, USA（医学与健康科学学院，乔治华盛顿大学，华盛顿特区，美国）

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

AI总结本研究提出利用变分自编码器框架，将儿童MRI转换为合成CT，实现颅骨缝合分割，填补非侵入性颅骨评估的空白。

2505.03114 2025-11-25 cs.CV 88%

Path and Bone-Contour Regularized Unpaired MRI-to-CT Translation

路径和骨轮廓正则化的无配对MRI到CT翻译

Teng Zhou, Jax Luo, Yuping Sun, Yiheng Tan, Shun Yao, Nazim Haouchine, Scott Raymond

机构 * School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China（计算机科学与技术学院，广东技术大学，广州，中国）； Neurological Institute, Cleveland Clinic, OH, USA（神经医学研究院，克利夫兰医学中心，俄亥俄州，美国）； Department of Neurosurgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China（神经外科，中山大学附属第一医院，广州，中国）； Brigham and Women’s Hospital, Harvard Medical School, MA, USA（布里奇沃特医院，哈佛医学院，马萨诸塞州，美国）； Department of Radiology, Medical Imaging Center, University Medical Center Groningen, University of Groningen, 9712 CP Groningen, The Netherlands（放射科，医学影像中心，格罗宁根大学医学中心，格罗宁根大学，荷兰）

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

AI总结本文提出了一种路径和骨轮廓正则化的无配对MRI到CT翻译方法，通过神经普通微分方程建模连续流，并利用骨轮廓生成网络提升骨结构翻译精度。

Journal ref Comput. Med. Imag. Graph. (2025) 102656

2501.03565 2025-11-12 cs.CV 88%

Bridged Semantic Alignment for Zero-shot 3D Medical Image Diagnosis

Haoran Lai, Zihang Jiang, Qingsong Yao, Rongsheng Wang, Zhiyang He, Xiaodong Tao, Weifu Lv, Wei Wei, S. Kevin Zhou

机构 * University of Science and Technology of China（中国科学技术大学）； Suzhou Institute for Advanced Research（苏州先进研究所）； Stanford University（斯坦福大学）； iFlytek Co. Ltd.（iFlytek公司）； The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, USTC（中国科学技术大学第一附属医院）

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

2511.03194 2025-11-06 cs.CV 88%

PETWB-REP: A Multi-Cancer Whole-Body FDG PET/CT and Radiology Report Dataset for Medical Imaging Research

Le Xue, Gang Feng, Wenbo Zhang, Yichi Zhang, Lanlan Li, Shuqi Wang, Liling Peng, Sisi Peng, Xin Gao

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

2510.24385 2025-10-30 cs.CV 88%

When are radiology reports useful for training medical image classifiers?

Herman Bergström, Zhongqi Yue, Fredrik D. Johansson

机构 * Department of Computer Science & Engineering, Chalmers University of Technology and University of Gothenburg（计算机科学与工程系，楚姆勒斯技术大学和哥德堡大学）

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

2404.00949 2025-10-28 cs.CV 88%

Harnessing The Power of Attention For Patch-Based Biomedical Image Classification

Gousia Habib, Shaima Qureshi, Malik ishfaq

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

Journal ref 2025

2503.08346 2025-09-03 cs.CV 88%

Pathology-Aware Adaptive Watermarking for Text-Driven Medical Image Synthesis

Chanyoung Kim, Dayun Ju, Jinyeong Kim, Woojung Han, Roberto Alcover-Couso, Seong Jae Hwang

机构 * Department of Artificial Intelligence, Yonsei University（人工智能系，延世大学）； Amazon（亚马逊）

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

2508.09566 2025-08-14 cs.CV 88%

A Chain of Diagnosis Framework for Accurate and Explainable Radiology Report Generation

Haibo Jin, Haoxuan Che, Sunan He, Hao Chen

机构 * Department of Computer Science and Engineering, Hong Kong University of Science and Technology（计算机科学与工程系，香港科学理工大学）

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

Comments Accepted to IEEE TMI

2508.07528 2025-08-12 cs.CV 88%

Enhancing Reliability of Medical Image Diagnosis through Top-rank Learning with Rejection Module

Xiaotong Ji, Ryoma Bise, Seiichi Uchida

机构 * Kyushu University（九州大学）

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

2505.09329 2025-05-15 cs.CV cs.AI 88%

BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis

Jiarun Liu, Hong-Yu Zhou, Weijian Huang, Hao Yang, Dongning Song, Tao Tan, Yong Liang, Shanshan Wang

机构 * Paul C. Lauterbur Research Center for Biomedical Imaging（生物医学成像保罗·劳特伯研究中心）； Shenzhen Institutes of Advanced Technology（深圳先进技术研究院）； Chinese Academy of Sciences（中国科学院）； Pengcheng Laboratory（鹏城实验室）； University of Chinese Academy of Sciences（中国科学院大学）； Faculty of Applied Sciences（应用科学学院）

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

Comments 11 pages, 4 figures

2504.11112 2025-04-16 cs.CV 88%

Flyweight FLIM Networks for Salient Object Detection in Biomedical Images

Leonardo M. Joao, Jancarlo F. Gomes, Silvio J. F. Guimaraes, Ewa Kijak, Alexandre X. Falcao

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

2503.18170 2025-03-25 cs.CV cs.AI 88%

Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging

Abderrachid Hamrani, Anuradha Godavarty

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

Comments 15 pages, 5 figures

2407.03992 2025-03-20 eess.IV 88%

Medical Image Fusion for High-Level Analysis: A Mutual Enhancement Framework for Unaligned PAT and MRI

Yutian Zhong, Jinchuan He, Zhichao Liang, Shuangyang Zhang, Qianjin Feng, Lijun Lu, Li Qi

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

2411.10789 2024-11-19 cs.CV 88%

Anatomy-Guided Radiology Report Generation with Pathology-Aware Regional Prompts

Yijian Gao, Dominic Marshall, Xiaodan Xing, Junzhi Ning, Giorgos Papanastasiou, Guang Yang, Matthieu Komorowski

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

2411.01564 2024-11-05 cs.CV 88%

ParseCaps: An Interpretable Parsing Capsule Network for Medical Image Diagnosis

Xinyu Geng, Jiaming Wang, Jun Xu

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

Comments 13 pages

2410.23219 2024-10-31 cs.CV cs.AI 88%

DiaMond: Dementia Diagnosis with Multi-Modal Vision Transformers Using MRI and PET

Yitong Li, Morteza Ghahremani, Youssef Wally, Christian Wachinger

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

Comments Accepted by IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2025

2106.08557 2024-10-30 cs.CV 88%

Unsupervised-learning-based method for chest MRI-CT transformation using structure constrained unsupervised generative attention networks

Hidetoshi Matsuo, Mizuho Nishio, Munenobu Nogami, Feibi Zeng, Takako Kurimoto, Sandeep Kaushik, Florian Wiesinger, Atsushi K Kono, Takamichi Murakami

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

Comments 27 pages, 12 figures

Journal ref Sci Rep 12, 11090 (2022)

2408.12889 2024-08-26 cs.CV 88%

Unleashing the Potential of SAM2 for Biomedical Images and Videos: A Survey

Yichi Zhang, Zhenrong Shen

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

2408.03286 2024-08-20 cs.CV 88%

Biomedical SAM 2: Segment Anything in Biomedical Images and Videos

Zhiling Yan, Weixiang Sun, Rong Zhou, Zhengqing Yuan, Kai Zhang, Yiwei Li, Tianming Liu, Quanzheng Li, Xiang Li, Lifang He, Lichao Sun

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

2407.01367 2024-08-06 eess.IV 88%

Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputs

Erik Gösche, Reza Eghbali, Florian Knoll, Andreas M Rauschecker

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

Comments 13 pages, 2 figures

2407.13217 2024-07-19 cs.CV 88%

LIDIA: Precise Liver Tumor Diagnosis on Multi-Phase Contrast-Enhanced CT via Iterative Fusion and Asymmetric Contrastive Learning

Wei Huang, Wei Liu, Xiaoming Zhang, Xiaoli Yin, Xu Han, Chunli Li, Yuan Gao, Yu Shi, Le Lu, Ling Zhang, Lei Zhang, Ke Yan

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

Comments Accepted to MICCAI 2024

2312.16151 2024-06-18 cs.CV 88%

Large-scale Long-tailed Disease Diagnosis on Radiology Images

Qiaoyu Zheng, Weike Zhao, Chaoyi Wu, Xiaoman Zhang, Lisong Dai, Hengyu Guan, Yuehua Li, Ya Zhang, Yanfeng Wang, Weidi Xie

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

2108.13754 2024-05-28 physics.med-ph eess.IV 88%

MRI lung lobe segmentation in pediatric cystic fibrosis patients using a recurrent neural network trained with publicly accessible CT datasets

Orso Pusterla, Rahel Heule, Francesco Santini, Thomas Weikert, Corin Willers, Simon Andermatt, Robin Sandkühler, Sylvia Nyilas, Philipp Latzin, Oliver Bieri, Grzegorz Bauman

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

Comments 9 Figures, 1 Table. Supplementary Material: 1 Appendix, 1 Table, 3 Supporting Figures

2405.02692 2024-05-07 cs.CV physics.med-ph 88%

Diffeomorphic Transformer-based Abdomen MRI-CT Deformable Image Registration

Yang Lei, Luke A. Matkovic, Justin Roper, Tonghe Wang, Jun Zhou, Beth Ghavidel, Mark McDonald, Pretesh Patel, Xiaofeng Yang

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

Comments 18 pages and 4 figures

2404.18419 2024-04-30 cs.CV cs.AI 88%

Research on Intelligent Aided Diagnosis System of Medical Image Based on Computer Deep Learning

Jiajie Yuan, Linxiao Wu, Yulu Gong, Zhou Yu, Ziang Liu, Shuyao He

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

2404.04887 2024-04-09 cs.CV 88%

A Clinical-oriented Multi-level Contrastive Learning Method for Disease Diagnosis in Low-quality Medical Images

Qingshan Hou, Shuai Cheng, Peng Cao, Jinzhu Yang, Xiaoli Liu, Osmar R. Zaiane, Yih Chung Tham

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

2402.03526 2024-03-12 cs.CV 88%

nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model

Haifan Gong, Luoyao Kang, Yitao Wang, Xiang Wan, Haofeng Li

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

Comments Code is available at https://github.com/lhaof/nnMamba

2403.00245 2024-03-04 cs.CV 88%

YOLO-MED : Multi-Task Interaction Network for Biomedical Images

Suizhi Huang, Shalayiding Sirejiding, Yuxiang Lu, Yue Ding, Leheng Liu, Hui Zhou, Hongtao Lu

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

Comments Accepted by ICASSP 2024

2310.16783 2024-02-29 cs.CV 88%

S$^3$-TTA: Scale-Style Selection for Test-Time Augmentation in Biomedical Image Segmentation

Kangxian Xie, Siyu Huang, Sebastian Andres Cajas Ordonez, Hanspeter Pfister, Donglai Wei

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

1. 医学影像 22563 篇

A Unified Attention U-Net Framework for Cross-Modality Tumor Segmentation in MRI and CT

MRI-to-CT Synthesis With Cranial Suture Segmentations Using A Variational Autoencoder Framework

Path and Bone-Contour Regularized Unpaired MRI-to-CT Translation

Bridged Semantic Alignment for Zero-shot 3D Medical Image Diagnosis

PETWB-REP: A Multi-Cancer Whole-Body FDG PET/CT and Radiology Report Dataset for Medical Imaging Research

When are radiology reports useful for training medical image classifiers?

Harnessing The Power of Attention For Patch-Based Biomedical Image Classification

Pathology-Aware Adaptive Watermarking for Text-Driven Medical Image Synthesis

A Chain of Diagnosis Framework for Accurate and Explainable Radiology Report Generation

Enhancing Reliability of Medical Image Diagnosis through Top-rank Learning with Rejection Module

BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis

Flyweight FLIM Networks for Salient Object Detection in Biomedical Images

Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging

Medical Image Fusion for High-Level Analysis: A Mutual Enhancement Framework for Unaligned PAT and MRI

Anatomy-Guided Radiology Report Generation with Pathology-Aware Regional Prompts

ParseCaps: An Interpretable Parsing Capsule Network for Medical Image Diagnosis

DiaMond: Dementia Diagnosis with Multi-Modal Vision Transformers Using MRI and PET

Unsupervised-learning-based method for chest MRI-CT transformation using structure constrained unsupervised generative attention networks

Unleashing the Potential of SAM2 for Biomedical Images and Videos: A Survey

Biomedical SAM 2: Segment Anything in Biomedical Images and Videos

Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputs

LIDIA: Precise Liver Tumor Diagnosis on Multi-Phase Contrast-Enhanced CT via Iterative Fusion and Asymmetric Contrastive Learning

Large-scale Long-tailed Disease Diagnosis on Radiology Images

MRI lung lobe segmentation in pediatric cystic fibrosis patients using a recurrent neural network trained with publicly accessible CT datasets

Diffeomorphic Transformer-based Abdomen MRI-CT Deformable Image Registration

Research on Intelligent Aided Diagnosis System of Medical Image Based on Computer Deep Learning

A Clinical-oriented Multi-level Contrastive Learning Method for Disease Diagnosis in Low-quality Medical Images

nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model

YOLO-MED : Multi-Task Interaction Network for Biomedical Images

S$^3$-TTA: Scale-Style Selection for Test-Time Augmentation in Biomedical Image Segmentation