医学 AI - arXivDaily 专题

2411.11926 2025-05-23 cs.CV 83%

KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling

Akansh Agrawal, Akshan Agrawal, Shashwat Gupta, Priyanka Bagade

机构 * Indian Institute of Technology Kanpur（印度理工学院坎浦尔）

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

Comments 11 pages, 2 figures, 4 tables

2312.15840 2025-05-21 cs.CV cs.AI 83%

Masked Contrastive Reconstruction for Cross-modal Medical Image-Report Retrieval

Zeqiang Wei, Kai Jin, Xiuzhuang Zhou

机构 * School of Artificial Intelligence, Beijing University of Posts and Telecommunications（人工智能学院，北京邮电大学）

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

Journal ref Under review at Pattern Recognition Letters, 2025

2505.09564 2025-05-15 cs.CV 83%

Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation

Anne-Marie Rickmann, Stephanie L. Thorn, Shawn S. Ahn, Supum Lee, Selen Uman, Taras Lysyy, Rachel Burns, Nicole Guerrera, Francis G. Spinale, Jason A. Burdick, Albert J. Sinusas, James S. Duncan

机构 * Yale University（耶鲁大学）； University of Pennsylvania（宾夕法尼亚大学）； Washington University School of Medicine in St Louis（华盛顿大学圣路易斯医学学院）； University of South Carolina School of Medicine（南卡罗来纳大学医学院）； University of Colorado Boulder（科罗拉多大学波德分校）

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

Comments accepted at FIMH 2025

2505.08324 2025-05-14 cs.CV cs.NA math.NA 83%

An incremental algorithm for non-convex AI-enhanced medical image processing

Elena Morotti

机构 * Dept of Political and Social Sciences University of Bologna（政治与社会科学系伯洛尼亚大学）

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

2505.07689 2025-05-13 cs.CV 83%

Anatomical Attention Alignment representation for Radiology Report Generation

Quang Vinh Nguyen, Minh Duc Nguyen, Thanh Hoang Son Vo, Hyung-Jeong Yang, Soo-Hyung Kim

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

2505.07364 2025-05-13 eess.IV cs.AI 83%

GAN-based synthetic FDG PET images from T1 brain MRI can serve to improve performance of deep unsupervised anomaly detection models

Daria Zotova, Nicolas Pinon, Robin Trombetta, Romain Bouet, Julien Jung, Carole Lartizien

机构 * INSA Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, CREATIS UMR 5220, U1294（INSA里昂、 Claude Bernard Lyon 1 大学、 CNRS、 Inserm、 CREATIS UMR 5220、 U1294）； Lyon Neuroscience Research Center, INSERM U1028, CNRS UMR5292, Univ Lyon 1（里昂神经科学研究中心、 INSERM U1028、 CNRS UMR5292、 Lyon 1 大学）

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

Journal ref Computer Methods and Programs in Biomedicine, 2025, 265, pp.108727

2505.05913 2025-05-12 cs.CV 83%

DFEN: Dual Feature Equalization Network for Medical Image Segmentation

Jianjian Yin, Yi Chen, Chengyu Li, Zhichao Zheng, Yanhui Gu, Junsheng Zhou

机构 * School of Computer and Electronic Information/School of Artiffcial Intelligence, Nanjing Normal University, China（计算机与电子信息学院/人工智能学院，南京师范大学）

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

2505.02971 2025-05-07 cs.CV 83%

Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation

Anjila Budathoki, Manish Dhakal

机构 * Department of Computer Science（计算机科学系）； Georgia State University（佐治亚州立大学）

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

2504.18020 2025-04-28 cs.CV 83%

Federated Client-tailored Adapter for Medical Image Segmentation

Guyue Hu, Siyuan Song, Yukun Kang, Zhu Yin, Gangming Zhao, Chenglong Li, Jin Tang

机构 * Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education（教育部智能计算与信号处理重点实验室）； Anhui Provincial Key Laboratory of Security Artificial Intelligence（安徽省安全人工智能重点实验室）； School of Artificial Intelligence, Anhui University（安徽大学人工智能学院）； School of Internet, Anhui University（安徽大学互联网学院）； Anhui Provincial Key Laboratory of Multimodal Cognitive Computation（安徽省多模态认知计算重点实验室）； School of Computer Science and Technology, Anhui University（安徽大学计算机科学与技术学院）； Department of Computer Science, The University of Hong Kong（香港大学计算机科学系）

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

2504.16958 2025-04-25 eess.IV 83%

Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution

Xiaoyan Kui, Zexin Ji, Beiji Zou, Yang Li, Yulan Dai, Liming Chen, Pierre Vera, Su Ruan

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

2412.20651 2025-04-14 cs.CV cs.AI 83%

Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis

Yousef Yeganeh, Azade Farshad, Ioannis Charisiadis, Marta Hasny, Martin Hartenberger, Björn Ommer, Nassir Navab, Ehsan Adeli

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

Comments Accepted to CVPR 2025 (highlight)

2504.07729 2025-04-11 cs.CV cs.AI 83%

Benchmarking Multi-Organ Segmentation Tools for Multi-Parametric T1-weighted Abdominal MRI

Nicole Tran, Anisa Prasad, Yan Zhuang, Tejas Sudharshan Mathai, Boah Kim, Sydney Lewis, Pritam Mukherjee, Jianfei Liu, Ronald M. Summers

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

Comments Published at SPIE Medical Imaging 2025

2504.06777 2025-04-10 cs.CV 83%

End2end-ALARA: Approaching the ALARA Law in CT Imaging with End-to-end Learning

Xi Tao, Liyan Lin

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

2504.05227 2025-04-08 cs.CV 83%

A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text?

Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed

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

Comments IPMI 2025. Code and weights: https://github.com/jusiro/DLILP

2504.04566 2025-04-08 cs.CV 83%

DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation

Maregu Assefa, Muzammal Naseer, Iyyakutti Iyappan Ganapathi, Syed Sadaf Ali, Mohamed L Seghier, Naoufel Werghi

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

Comments Accepted to CVPR 2025

2503.22890 2025-04-01 cs.CV 83%

MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation

Ke Zhang, Vishal M. Patel

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

2503.16616 2025-03-24 cs.CV 83%

Progressive Test Time Energy Adaptation for Medical Image Segmentation

Xiaoran Zhang, Byung-Woo Hong, Hyoungseob Park, Daniel H. Pak, Anne-Marie Rickmann, Lawrence H. Staib, James S. Duncan, Alex Wong

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

2503.07933 2025-03-14 cs.CV 83%

From Slices to Sequences: Autoregressive Tracking Transformer for Cohesive and Consistent 3D Lymph Node Detection in CT Scans

Qinji Yu, Yirui Wang, Ke Yan, Dandan Zheng, Dashan Ai, Dazhou Guo, Zhanghexuan Ji, Yanzhou Su, Yun Bian, Na Shen, Xiaowei Ding, Le Lu, Xianghua Ye, Dakai Jin

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

Comments Technical report (11 pages plus supplementary)

2503.08173 2025-03-12 cs.CV 83%

Towards All-in-One Medical Image Re-Identification

Yuan Tian, Kaiyuan Ji, Rongzhao Zhang, Yankai Jiang, Chunyi Li, Xiaosong Wang, Guangtao Zhai

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

Comments Accepted to CVPR2025

2503.06030 2025-03-11 cs.CV cs.AI 83%

Towards Universal Text-driven CT Image Segmentation

Yuheng Li, Yuxiang Lai, Maria Thor, Deborah Marshall, Zachary Buchwald, David S. Yu, Xiaofeng Yang

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

2503.02824 2025-03-05 cs.CV cs.AI 83%

Developing a PET/CT Foundation Model for Cross-Modal Anatomical and Functional Imaging

Yujin Oh, Robert Seifert, Yihan Cao, Christoph Clement, Justin Ferdinandus, Constantin Lapa, Alessandro Liebich, Michelle Amon, Johanna Enke, Sifan Song, Runqi Meng, Fang Zeng, Ning Guo, Xiang Li, Pedram Heidari, Axel Rominger, Kuangyu Shi, Quanzheng Li

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

Comments 11 pages, 2 figures, 3 tables

2409.13217 2025-03-05 eess.IV 83%

A solution for co-locating 2D histology images in 3D for histology-to-CT and MR image registration: closing the loop for bone sarcoma treatment planning

Robert Phillips, Constantine Zakkaroff, Keren Dittmer, Nicholas Robillard, Kenzie Baer, Anthony Butler

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

Comments 17 pages, 6 figures

Journal ref Journal of Imaging Informatics in Medicine (2025)

2502.20715 2025-03-03 cs.CV 83%

Glioma Classification using Multi-sequence MRI and Novel Wavelets-based Feature Fusion

Kiranmayee Janardhan, Christy Bobby Thomas

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

Comments 18 pages, 11 figures, 6 tables, journal paper

Journal ref Journal of Computational Analysis and Applications, 2024

2502.19671 2025-02-28 cs.CV 83%

Test-Time Modality Generalization for Medical Image Segmentation

Ju-Hyeon Nam, Sang-Chul Lee

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

Comments 28 pages and 15 figures. arXiv admin note: text overlap with arXiv:2502.09931

2312.04727 2025-02-20 cs.CV 83%

E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation

Boqian Wu, Qiao Xiao, Shiwei Liu, Lu Yin, Mykola Pechenizkiy, Decebal Constantin Mocanu, Maurice Van Keulen, Elena Mocanu

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

Comments Accepted at NeurIPS 2024

2502.10296 2025-02-17 eess.IV 83%

SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement

Yuhao Zhang, Mingcheng Zhu, Zhiyao Luo

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

2502.08347 2025-02-13 cs.CV 83%

Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation

Fenghe Tang, Qingsong Yao, Wenxin Ma, Chenxu Wu, Zihang Jiang, S. Kevin Zhou

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

Comments 19 pages, Code: https://github.com/FengheTan9/Hi-End-MAE

2311.13385 2025-02-13 cs.CV 83%

SegVol: Universal and Interactive Volumetric Medical Image Segmentation

Yuxin Du, Fan Bai, Tiejun Huang, Bo Zhao

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

Comments NeurIPS 2024 Spotlight

2502.00528 2025-02-04 cs.CV cs.CL 83%

Vision-Language Modeling in PET/CT for Visual Grounding of Positive Findings

Zachary Huemann, Samuel Church, Joshua D. Warner, Daniel Tran, Xin Tie, Alan B McMillan, Junjie Hu, Steve Y. Cho, Meghan Lubner, Tyler J. Bradshaw

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

2501.12488 2025-01-23 eess.IV cs.CV q-bio.TO 83%

Bidirectional Brain Image Translation using Transfer Learning from Generic Pre-trained Models

Fatima Haimour, Rizik Al-Sayyed, Waleed Mahafza, Omar S. Al-Kadi

专题命中医学影像：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Comments 19 pages, 9 figures, 6 tables

Journal ref Computer Vision and Image Understanding, vol. 248, pp. 104100, 2024

1. 医学影像 22633 篇

KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling

Masked Contrastive Reconstruction for Cross-modal Medical Image-Report Retrieval

Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation

An incremental algorithm for non-convex AI-enhanced medical image processing

Anatomical Attention Alignment representation for Radiology Report Generation

GAN-based synthetic FDG PET images from T1 brain MRI can serve to improve performance of deep unsupervised anomaly detection models

DFEN: Dual Feature Equalization Network for Medical Image Segmentation

Adversarial Robustness Analysis of Vision-Language Models in Medical Image Segmentation

Federated Client-tailored Adapter for Medical Image Segmentation

Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution

Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis

Benchmarking Multi-Organ Segmentation Tools for Multi-Parametric T1-weighted Abdominal MRI

End2end-ALARA: Approaching the ALARA Law in CT Imaging with End-to-end Learning

A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text?

DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation

MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation

Progressive Test Time Energy Adaptation for Medical Image Segmentation

From Slices to Sequences: Autoregressive Tracking Transformer for Cohesive and Consistent 3D Lymph Node Detection in CT Scans

Towards All-in-One Medical Image Re-Identification

Towards Universal Text-driven CT Image Segmentation

Developing a PET/CT Foundation Model for Cross-Modal Anatomical and Functional Imaging

A solution for co-locating 2D histology images in 3D for histology-to-CT and MR image registration: closing the loop for bone sarcoma treatment planning

Glioma Classification using Multi-sequence MRI and Novel Wavelets-based Feature Fusion

Test-Time Modality Generalization for Medical Image Segmentation

E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation

SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement

Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation

SegVol: Universal and Interactive Volumetric Medical Image Segmentation

Vision-Language Modeling in PET/CT for Visual Grounding of Positive Findings

Bidirectional Brain Image Translation using Transfer Learning from Generic Pre-trained Models