医学 AI - arXivDaily 专题

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

机构 * Instituto de Computação, Universidade Estadual de Campinas (UNICAMP)（坎皮纳斯州立大学计算机研究所）； Institute of Computing Sciences, Pontifical Catholic University of Minas Gerais（米纳斯吉拉斯州天主教大学计算科学研究所）； University of Rennes（雷恩大学）； IRISA（IRISA研究所）； Inria（法国国家信息与自动化研究所）

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

机构 * Imperial College London（帝国理工学院）； Athena Research Centre（雅典娜研究中心）

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

机构 * Technical University of Munich (TUM)（慕尼黑工业大学）； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心）

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

2401.07654 2024-01-17 cs.CV 88%

Foundation Models for Biomedical Image Segmentation: A Survey

Ho Hin Lee, Yu Gu, Theodore Zhao, Yanbo Xu, Jianwei Yang, Naoto Usuyama, Cliff Wong, Mu Wei, Bennett A. Landman, Yuankai Huo, Alberto Santamaria-Pang, Hoifung Poon

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

Comments 22 pages, 4 figures, 7 tables

2312.01871 2023-12-05 cs.CV 88%

FeaInfNet: Diagnosis in Medical Image with Feature-Driven Inference and Visual Explanations

Yitao Peng, Lianghua He, Die Hu, Yihang Liu, Longzhen Yang, Shaohua Shang

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

2310.10765 2023-10-24 cs.CV cs.AI cs.CL 88%

BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys

Yu Gu, Jianwei Yang, Naoto Usuyama, Chunyuan Li, Sheng Zhang, Matthew P. Lungren, Jianfeng Gao, Hoifung Poon

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

Comments Project page & demo: https://aka.ms/biomedjourney

2303.12237 2023-10-19 cs.CV cs.AI 88%

Automated deep learning segmentation of high-resolution 7 T postmortem MRI for quantitative analysis of structure-pathology correlations in neurodegenerative diseases

Pulkit Khandelwal, Michael Tran Duong, Shokufeh Sadaghiani, Sydney Lim, Amanda Denning, Eunice Chung, Sadhana Ravikumar, Sanaz Arezoumandan, Claire Peterson, Madigan Bedard, Noah Capp, Ranjit Ittyerah, Elyse Migdal, Grace Choi, Emily Kopp, Bridget Loja, Eusha Hasan, Jiacheng Li, Alejandra Bahena, Karthik Prabhakaran, Gabor Mizsei, Marianna Gabrielyan, Theresa Schuck, Winifred Trotman, John Robinson, Daniel Ohm, Edward B. Lee, John Q. Trojanowski, Corey McMillan, Murray Grossman, David J. Irwin, John Detre, M. Dylan Tisdall, Sandhitsu R. Das, Laura E. M. Wisse, David A. Wolk, Paul A. Yushkevich

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

Comments Preprint submitted to NeuroImage Project website: https://pulkit-khandelwal.github.io/exvivo-brain-upenn

2308.14050 2023-08-29 cs.CV cs.AI 88%

PECon: Contrastive Pretraining to Enhance Feature Alignment between CT and EHR Data for Improved Pulmonary Embolism Diagnosis

Santosh Sanjeev, Salwa K. Al Khatib, Mai A. Shaaban, Ibrahim Almakky, Vijay Ram Papineni, Mohammad Yaqub

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

2303.10202 2023-07-25 physics.med-ph cs.AI cs.LG 88%

Exploring contrast generalisation in deep learning-based brain MRI-to-CT synthesis

Lotte Nijskens, Cornelis, AT van den Berg, Joost JC Verhoeff, Matteo Maspero

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

Comments Preprint submitted to Physica Medica on 2023-02-16 for review. Also published in Zenodo at https://doi.org/10.5281/zenodo.7742642

1. 医学影像 22768 篇

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

Foundation Models for Biomedical Image Segmentation: A Survey

FeaInfNet: Diagnosis in Medical Image with Feature-Driven Inference and Visual Explanations

BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys

Automated deep learning segmentation of high-resolution 7 T postmortem MRI for quantitative analysis of structure-pathology correlations in neurodegenerative diseases

PECon: Contrastive Pretraining to Enhance Feature Alignment between CT and EHR Data for Improved Pulmonary Embolism Diagnosis

Exploring contrast generalisation in deep learning-based brain MRI-to-CT synthesis