医学 AI - arXivDaily 专题

2510.13638 2025-10-21 cs.CV 87%

Challenges, Advances, and Evaluation Metrics in Medical Image Enhancement: A Systematic Literature Review

Chun Wai Chin, Haniza Yazid, Hoi Leong Lee

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

2503.00745 2025-10-21 eess.IV cs.CV 86%

Geodesic Diffusion Models for Efficient Medical Image Enhancement

Teng Zhang, Hongxu Jiang, Kuang Gong, Wei Shao

机构 * Department of Electrical and Computer Engineering, University of Florida（电气与计算机工程系，佛罗里达大学）； Department of Biomedical Engineering, University of Florida（生物医学工程系，佛罗里达大学）； Department of Medicine, University of Florida（医学系，佛罗里达大学）； Intelligent Clinical Care Center, University of Florida（智能临床护理中心，佛罗里达大学）

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

2405.14022 2025-10-21 eess.IV cs.CV 86%

I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling

Omer F. Atli, Bilal Kabas, Fuat Arslan, Arda C. Demirtas, Mahmut Yurt, Onat Dalmaz, Tolga Çukur

机构 * Department of Electrical and Electronics Engineering, and National Magnetic Resonance Research Center, Bilkent University（电子工程系和国家磁共振研究中心，比尔肯特大学）； Department of Electrical Engineering, Stanford University（电气工程系，斯坦福大学）

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

Comments 12 pages, 6 figures

2406.14954 2025-10-21 eess.IV cs.CV 84%

Principled Feature Disentanglement for High-Fidelity Unified Brain MRI Synthesis

Jihoon Cho, Jonghye Woo, Jinah Park

机构 * School of Computing, Korea Advanced Institute of Science（韩国科学技术院计算机学院）； Samsung Research, Seoul 06765, Republic of Korea（三星研究院）； Gordon Center for Medical Imaging, Massachusetts General Hospital（麻省总医院影像中心）； Harvard Medical School, Boston, MA 02114, USA（哈佛医学院）

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

Comments 14 pages, 9 figures

2510.16321 2025-10-21 eess.IV cs.AI cs.CV cs.LG physics.med-ph 82%

Time-Embedded Algorithm Unrolling for Computational MRI

Junno Yun, Yaşar Utku Alçalar, Mehmet Akçakaya

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Neural Information Processing Systems (NeurIPS), 2025

2510.16310 2025-10-21 eess.IV cs.AI cs.CV cs.LG 82%

Lung Cancer Classification from CT Images Using ResNet

Olajumoke O. Adekunle, Joseph D. Akinyemi, Khadijat T. Ladoja, Olufade F. W. Onifade

机构 * Department of Computer Science, University of Ibadan（计算机科学系，伊巴丹大学）； Department of Computer Science, University of York（计算机科学系，约克大学）

专题命中医学影像：CT(title,abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 9 pages,4 figures, 3 tables

2510.15943 2025-10-21 cs.CY 82%

Enabling Responsible, Secure and Sustainable Healthcare AI - A Strategic Framework for Clinical and Operational Impact

Jimmy Joseph

专题命中医学影像：healthcare AI(title,abstract)；radiology(abstract)

2407.00537 2025-10-21 eess.IV cs.CV cs.LG 82%

Accelerating MRI with Longitudinally-informed Latent Posterior Sampling

Yonatan Urman, Zachary Shah, Ashwin Kumar, Bruno P. Soares, Kawin Setsompop

机构 * Electrical Engineering , Stanford University , California , USA（电气工程，斯坦福大学，加利福尼亚，美国）； Radiology , Stanford University , California , USA（放射学，斯坦福大学，加利福尼亚，美国）

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、cs.LG、eess.IV

2508.02104 2025-10-21 eess.IV cs.CV 81%

REACT-KD: Region-Aware Cross-modal Topological Knowledge Distillation for Interpretable Medical Image Classification

Hongzhao Chen, Hexiao Ding, Yufeng Jiang, Jing Lan, Ka Chun Li, Gerald W. Y. Cheng, Nga-Chun Ng, Yao Pu, Jing Cai, Liang-ting Lin, Jung Sun Yoo

机构 * Department of Health Technology and Informatics, Hong Kong Polytechnic University（健康科技与信息技术系，香港理工大学）； Department of Nuclear Medicine and PET, Hong Kong Sanatorium and Hospital（核医学与PET部门，香港疗养院及医院）

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

2507.09966 2025-10-21 eess.IV cs.AI cs.CV cs.LG 80%

Multimodal Fusion at Three Tiers: Physics-Driven Data Generation and Vision-Language Guidance for Brain Tumor Segmentation

Mingda Zhang

机构 * Software School, Yunnan University, Kunming 650504, Yunnan, China（云南大学软件学院）

专题命中医学影像：MRI(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 31 pages,3 figures

2510.17684 2025-10-21 cs.CV cs.AI 79%

Intelligent Communication Mixture-of-Experts Boosted-Medical Image Segmentation Foundation Model

Xinwei Zhang, Hu Chen, Zhe Yuan, Sukun Tian, Peng Feng

机构 * College of Optoelectronics Engineering, Chongqing University, Chongqing, China ； Center of Digital Dentistry, Peking University School ； Hospital of Stomatology \& NHC Key Laboratory of Digital Stomatology, Beijing, China

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

2510.17039 2025-10-21 cs.CV 79%

Click, Predict, Trust: Clinician-in-the-Loop AI Segmentation for Lung Cancer CT-Based Prognosis within the Knowledge-to-Action Framework

Mohammad R. Salmanpour, Sonya Falahati, Amir Hossein Pouria, Amin Mousavi, Somayeh Sadat Mehrnia, Morteza Alizadeh, Arman Gorji, Zeinab Farsangi, Alireza Safarian, Mehdi Maghsudi, Carlos Uribe, Arman Rahmim, Ren Yuan

专题命中医学影像：CT(title,abstract)；分类 cs.CV

Comments 13 pages, 2 figures, and 2 tables

2510.16973 2025-10-21 cs.CV cs.AI physics.med-ph 79%

Foundation Models in Medical Image Analysis: A Systematic Review and Meta-Analysis

Praveenbalaji Rajendran, Mojtaba Safari, Wenfeng He, Mingzhe Hu, Shansong Wang, Jun Zhou, Xiaofeng Yang

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

2510.09121 2025-10-21 cs.CV cs.AI 79%

MSDM: Generating Task-Specific Pathology Images with a Multimodal Conditioned Diffusion Model for Cell and Nuclei Segmentation

Dominik Winter, Mai Bui, Monica Azqueta Gavaldon, Nicolas Triltsch, Marco Rosati, Nicolas Brieu

机构 * AstraZeneca Computational Pathology GmbH（阿斯利康计算病理学 GmbH）

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

2505.04820 2025-10-21 eess.IV cs.NA math.NA math.OC 79%

Convergent Complex Quasi-Newton Proximal Methods for Gradient-Driven Denoisers in Compressed Sensing MRI Reconstruction

Tao Hong, Zhaoyi Xu, Se Young Chun, Luis Hernandez-Garcia, Jeffrey A. Fessler

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

Comments 14 pages, 12 figures, https://hongtao-argmin.github.io/CQNPM-GD-CSMRI/

2503.12218 2025-10-21 cs.CV 79%

Adaptive Label Correction for Robust Medical Image Segmentation with Noisy Labels

Chengxuan Qian, Kai Han, Jianxia Ding, Chongwen Lyu, Zhenlong Yuan, Jun Chen, Zhe Liu

机构 * Jiangsu University（江苏大学）； University of Chinese Academy of Sciences（中国科学院大学）

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

2510.17279 2025-10-21 cs.CE 78%

StrengthLawExtractor: A Fiji plugin for 3D morphological feature extraction from X-ray micro-CT data

Qinyi Tian, Laura E. Dalton

专题命中医学影像：CT(title,abstract)

2510.16920 2025-10-21 physics.med-ph 78%

Real-time MRI-based fetal femur length measurement

Johannes Barcsay, Sara Neves Silva, Jordina Aviles Verdera, Charline Bradshaw, Mary Rutherford, Susanne Schulz-Heise, Jana Hutter

专题命中医学影像：MRI(title,abstract)

Comments 16 pages, 6 figures

2510.16611 2025-10-21 cs.CV cs.AI 77%

A Deep Learning Framework for Real-Time Image Processing in Medical Diagnostics: Enhancing Accuracy and Speed in Clinical Applications

Melika Filvantorkaman, Maral Filvan Torkaman

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

Comments 20 pages, 4 figures

2510.16776 2025-10-21 cs.CV cs.AI 74%

EMRRG: Efficient Fine-Tuning Pre-trained X-ray Mamba Networks for Radiology Report Generation

Mingzheng Zhang, Jinfeng Gao, Dan Xu, Jiangrui Yu, Yuhan Qiao, Lan Chen, Jin Tang, Xiao Wang

机构 * School of Computer Science and Technology, Anhui University（计算机科学与技术学院，安徽大学）； School of Electronic and Information Engineering, Anhui University（电子与信息工程学院，安徽大学）

专题命中医学影像：radiology(title)；分类 cs.CV

2411.00916 2025-10-21 cs.CV cs.AI 70%

Enhancing Osteoporosis Detection: An Explainable Multi-Modal Learning Framework with Feature Fusion and Variable Clustering

Mehdi Hosseini Chagahi, Saeed Mohammadi Dashtaki, Niloufar Delfan, Nadia Mohammadi, Farshid Rostami Pouria, Behzad Moshiri, Md. Jalil Piran, Oliver Faust

机构 * School of Electrical and Computer Engineering, College of Engineering, University of Tehran（塔里班大学电气与计算机工程学院）； Department of Epidemiology, Shiraz University of Medical Science（谢尔兹医学科学大学流行病学系）； Department of Computer Science and Engineering, Sejong University（世宗大学计算机科学与工程系）； School of Computing and Information Science, Anglia Ruskin University（安格利亚 Ruskin 大学计算与信息科学学院）

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

2510.17650 2025-10-21 cs.LG cs.CV 62%

ZACH-ViT: A Zero-Token Vision Transformer with ShuffleStrides Data Augmentation for Robust Lung Ultrasound Classification

Athanasios Angelakis, Amne Mousa, Micah L. A. Heldeweg, Laurens A. Biesheuvel, Mark A. Haaksma, Jasper M. Smit, Pieter R. Tuinman, Paul W. G. Elbers

机构 * Amsterdam UMC, University of Amsterdam, The Netherlands（阿姆斯特丹大学医学中心，阿姆斯特丹大学，荷兰）； Data Science Center, University of Amsterdam, The Netherlands（数据科学中心，阿姆斯特丹大学，荷兰）； Department of Intensive Care Medicine, Amsterdam UMC, University of Amsterdam & Vrije Universiteit Amsterdam, The Netherlands（重症医学科，阿姆斯特丹大学医学中心，阿姆斯特丹大学及自由大学，荷兰）

专题命中医学影像：medical image(abstract)；分类 cs.CV、cs.LG

Comments 14 pages, 6 figures, 2 tables. Primary subject: cs.LG (Machine Learning) Cross-listed to: cs.CV (Computer Vision and Pattern Recognition), eess.IV (Image and Video Processing). Code available at: https://github.com/Bluesman79/ZACH-ViT Installation: pip install zachvit Paper licensed under CC BY-NC-ND 4.0. Code released under Apache 2.0 License

2507.05148 2025-10-21 eess.IV cs.CV 62%

SV-DRR: High-Fidelity Novel View X-Ray Synthesis Using Diffusion Model

Chun Xie, Yuichi Yoshii, Itaru Kitahara

机构 * Center for Computational Sciences, University of Tsukuba（茨口大学计算科学中心）； Tokyo Medical University Ibaraki Medical Center（东京医科大学.ibaraki医疗中心）

专题命中医学影像：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Accepted by MICCAI2025

2510.17773 2025-10-21 cs.CV cs.AI 57%

Towards Explainable Skin Cancer Classification: A Dual-Network Attention Model with Lesion Segmentation and Clinical Metadata Fusion

Md. Enamul Atiq, Shaikh Anowarul Fattah

机构 * Department of Electrical and Computer Engineering, Bangladesh University of Engineering and Technology（电气与计算机工程系，孟加拉国工程与技术大学）

专题命中医学影像：diagnosis(abstract)；分类 cs.CV

Comments 15 pages, 7 Figures, 3 Tables

2510.17278 2025-10-21 cs.CV 57%

SG-CLDFF: A Novel Framework for Automated White Blood Cell Classification and Segmentation

Mehdi Zekriyapanah Gashti, Mostafa Mohammadpour, Ghasem Farjamnia

专题命中医学影像：diagnosis(abstract)；分类 cs.CV

2510.16684 2025-10-21 cs.GR cs.CV 57%

Filtering of Small Components for Isosurface Generation

Devin Zhao, Rephael Wenger

机构 * The Ohio State University（俄亥俄州立大学）

专题命中医学影像：CT(abstract)；分类 cs.CV

Comments 8 pages, 6 figures, 5 tables

2510.16847 2025-10-21 cs.CY 50%

Global Overview of Computational Thinking and Digital Tools for Teaching

Roberto Massi De Oliveira, M^onica Cristina Garbin, Rodolfo Azevedo

专题命中医学影像：CT(abstract)

Comments 36 pages, 7 figures, 4 tables

2306.16378 2025-10-21 stat.ME stat.ML 50%

Spatiotemporal Besov Priors for Bayesian Inverse Problems

Shiwei Lan, Mirjeta Pasha, Shuyi Li, Weining Shen

专题命中医学影像：CT(abstract)

Comments 64 pages, 17 figures

Journal ref Shiwei Lan, Mirjeta Pasha, Shuyi Li, and Weining Shen, Journal of the American Statistical Association (Theory and Methods), 2025

1. 医学影像 28 篇

Challenges, Advances, and Evaluation Metrics in Medical Image Enhancement: A Systematic Literature Review

Geodesic Diffusion Models for Efficient Medical Image Enhancement

I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling

Principled Feature Disentanglement for High-Fidelity Unified Brain MRI Synthesis

Time-Embedded Algorithm Unrolling for Computational MRI

Lung Cancer Classification from CT Images Using ResNet

Enabling Responsible, Secure and Sustainable Healthcare AI - A Strategic Framework for Clinical and Operational Impact

Accelerating MRI with Longitudinally-informed Latent Posterior Sampling

REACT-KD: Region-Aware Cross-modal Topological Knowledge Distillation for Interpretable Medical Image Classification

Multimodal Fusion at Three Tiers: Physics-Driven Data Generation and Vision-Language Guidance for Brain Tumor Segmentation

Intelligent Communication Mixture-of-Experts Boosted-Medical Image Segmentation Foundation Model

Click, Predict, Trust: Clinician-in-the-Loop AI Segmentation for Lung Cancer CT-Based Prognosis within the Knowledge-to-Action Framework

Foundation Models in Medical Image Analysis: A Systematic Review and Meta-Analysis

MSDM: Generating Task-Specific Pathology Images with a Multimodal Conditioned Diffusion Model for Cell and Nuclei Segmentation

Convergent Complex Quasi-Newton Proximal Methods for Gradient-Driven Denoisers in Compressed Sensing MRI Reconstruction

Adaptive Label Correction for Robust Medical Image Segmentation with Noisy Labels

StrengthLawExtractor: A Fiji plugin for 3D morphological feature extraction from X-ray micro-CT data

Real-time MRI-based fetal femur length measurement

A Deep Learning Framework for Real-Time Image Processing in Medical Diagnostics: Enhancing Accuracy and Speed in Clinical Applications

EMRRG: Efficient Fine-Tuning Pre-trained X-ray Mamba Networks for Radiology Report Generation

Enhancing Osteoporosis Detection: An Explainable Multi-Modal Learning Framework with Feature Fusion and Variable Clustering

ZACH-ViT: A Zero-Token Vision Transformer with ShuffleStrides Data Augmentation for Robust Lung Ultrasound Classification

SV-DRR: High-Fidelity Novel View X-Ray Synthesis Using Diffusion Model

Towards Explainable Skin Cancer Classification: A Dual-Network Attention Model with Lesion Segmentation and Clinical Metadata Fusion

SG-CLDFF: A Novel Framework for Automated White Blood Cell Classification and Segmentation

Filtering of Small Components for Isosurface Generation

Global Overview of Computational Thinking and Digital Tools for Teaching

Spatiotemporal Besov Priors for Bayesian Inverse Problems