医学 AI - arXivDaily 专题

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

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

2211.07820 2022-11-17 cs.CV 88%

Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors

Anjun Hu, Jean-Pierre R. Falet, Brennan S. Nichyporuk, Changjian Shui, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel

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

Comments Extended Abstract presented at Machine Learning for Health (ML4H) symposium 2022, November 28th, 2022, New Orleans, United States & Virtual, http://www.ml4h.cc, 11 pages

2103.09564 2022-08-24 cs.CV 88%

Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images

Dominik Drees, Florian Eilers, Xiaoyi Jiang

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

Journal ref IEEE Trans. Image Process. 31: pp. 4431-4446 (2022)

2207.09899 2022-07-21 cs.CV 88%

Labeling instructions matter in biomedical image analysis

Tim Rädsch, Annika Reinke, Vivienn Weru, Minu D. Tizabi, Nicholas Schreck, A. Emre Kavur, Bünyamin Pekdemir, Tobias Roß, Annette Kopp-Schneider, Lena Maier-Hein

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

2207.09107 2022-07-20 cs.CV cs.AI 88%

MONet: Multi-scale Overlap Network for Duplication Detection in Biomedical Images

Ekraam Sabir, Soumyaroop Nandi, Wael AbdAlmageed, Prem Natarajan

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

Comments To appear at ICIP 2022

2204.06243 2022-04-14 cs.CV 88%

Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT

Wenao Ma, Shuang Zheng, Lei Zhang, Huimao Zhang, Qi Dou

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

2106.09862 2022-01-11 cs.CV 88%

Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review

Lei Li, Veronika A. Zimmer, Julia A. Schnabel, Xiahai Zhuang

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

Comments 30 pages

2012.01644 2021-10-27 cs.CV 88%

Capturing implicit hierarchical structure in 3D biomedical images with self-supervised hyperbolic representations

Joy Hsu, Jeffrey Gu, Gong-Her Wu, Wah Chiu, Serena Yeung

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

Comments To appear at NeurIPS 2021

1. 医学影像 22681 篇

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

Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors

Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images

Labeling instructions matter in biomedical image analysis

MONet: Multi-scale Overlap Network for Duplication Detection in Biomedical Images

Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT

Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review

Capturing implicit hierarchical structure in 3D biomedical images with self-supervised hyperbolic representations