医学 AI - arXivDaily 专题

2506.15908 2025-06-25 cs.CV cs.LG 82%

Pediatric Pancreas Segmentation from MRI Scans with Deep Learning

Elif Keles, Merve Yazol, Gorkem Durak, Ziliang Hong, Halil Ertugrul Aktas, Zheyuan Zhang, Linkai Peng, Onkar Susladkar, Necati Guzelyel, Oznur Leman Boyunaga, Cemal Yazici, Mark Lowe, Aliye Uc, Ulas Bagci

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

Comments Code and MRI data available for public

2505.23872 2025-06-02 eess.IV cs.CV 82%

Parameter-Free Bio-Inspired Channel Attention for Enhanced Cardiac MRI Reconstruction

Anam Hashmi, Julia Dietlmeier, Kathleen M. Curran, Noel E. O'Connor

机构 * ML-Labs ； Dublin City University（都柏林城市大学）； Insight SFI Research Centre for Data Analytics（洞察SFI数据分析研究中心）； School of Medicine（医学学院）

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

Comments presented at the 28th UK Conference on Medical Image Understanding and Analysis - MIUA, 24 - 26 July 2024

2505.04652 2025-05-09 eess.IV cs.CV 82%

Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation

Yi Lin, Dong Zhang, Xiao Fang, Yufan Chen, Kwang-Ting Cheng, Hao Chen

机构 * Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科学与技术大学）； Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology（电子与计算机工程系，香港科学与技术大学）； Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology（化学与生物工程系，香港科学与技术大学）； HKUST Shenzhen-Hong Kong Collaborative Innovation Research Institute（香港科技大学深圳-香港协同创新研究院）

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

Comments Accepted by Medical Image Analysis

2306.03271 2025-05-05 eess.IV cs.CV 82%

Volumetric medical image segmentation through dual self-distillation in U-shaped networks

Soumyanil Banerjee, Nicholas Summerfield, Ming Dong, Carri Glide-Hurst

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

Comments 28 pages, 5 figures, 7 tables, accepted at IEEE Transactions on Biomedical Engineering, 2025

2412.06314 2025-05-01 eess.IV cs.AI cs.CV 82%

CAD-Unet: A Capsule Network-Enhanced Unet Architecture for Accurate Segmentation of COVID-19 Lung Infections from CT Images

Yijie Dang, Weijun Ma, Xiaohu Luo, Huaizhu Wang

机构 * School of Information Engineering, Ningxia University（宁夏大学信息工程学院）； Ningxia Key Laboratory of Artificial Intelligence and Information Security for Channeling Computing Resources from the East to the West, Ningxia University（宁夏人工智能与信息安全重点实验室）； School of Mathematics and Computer Science, Ningxia Normal University（宁夏师范学院数学与计算机科学学院）； School of Advanced Interdisciplinary Studies, Ningxia University（宁夏大学先进交叉学科学院）

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

Comments Published in Medical Image Analysis, Volume 103, 2025, Pages 103583. DOI: 10.1016/j.media.2025.103583 This is the author's pre-print version prior to final journal edits. Final published version available at: https://www.sciencedirect.com/science/article/pii/S1361841525001306

2210.07072 2025-03-31 cs.CV cs.LG 82%

ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation

Zhendi Gong, Andrew P. French, Guoping Qiu, Xin Chen

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

Comments 12 pages, 5 figures, 4 tables, also submitted to IEEE-TMI

Journal ref In 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (pp. 1-5). IEEE (2024)

2402.01031 2025-02-12 eess.IV cs.CV 82%

MRAnnotator: multi-Anatomy and many-Sequence MRI segmentation of 44 structures

Alexander Zhou, Zelong Liu, Andrew Tieu, Nikhil Patel, Sean Sun, Anthony Yang, Peter Choi, Hao-Chih Lee, Mickael Tordjman, Louisa Deyer, Yunhao Mei, Valentin Fauveau, George Soultanidis, Bachir Taouli, Mingqian Huang, Amish Doshi, Zahi A. Fayad, Timothy Deyer, Xueyan Mei

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

Journal ref Radiology Advances, Volume 2, Issue 1, January 2025

2502.05119 2025-02-10 eess.IV cs.CV 82%

Investigating the impact of kernel harmonization and deformable registration on inspiratory and expiratory chest CT images for people with COPD

Aravind R. Krishnan, Yihao Liu, Kaiwen Xu, Michael E. Kim, Lucas W. Remedios, Gaurav Rudravaram, Adam M. Saunders, Bradley W. Richmond, Kim L. Sandler, Fabien Maldonado, Bennett A. Landman, Lianrui Zuo

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

Comments Accepted at SPIE Medical Imaging 2025, Clinical and Biomedical Imaging

2403.05245 2025-01-24 eess.IV cs.AI cs.CV 82%

Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRI

Shoujin Huang, Guanxiong Luo, Xi Wang, Ziran Chen, Yuwan Wang, Huaishui Yang, Pheng-Ann Heng, Lingyan Zhang, Mengye Lyu

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

Journal ref International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2024 (pp. 498-508)

2501.03848 2025-01-08 eess.IV cs.CV 82%

Semise: Semi-supervised learning for severity representation in medical image

Dung T. Tran, Hung Vu, Anh Tran, Hieu Pham, Hong Nguyen, Phong Nguyen

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

Comments Accepted for presentation at the 2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)

2501.02066 2025-01-07 cs.CV eess.IV 82%

RadHop-Net: A Lightweight Radiomics-to-Error Regression for False Positive Reduction In MRI Prostate Cancer Detection

Vasileios Magoulianitis, Jiaxin Yang, Catherine A. Alexander, C. -C. Jay Kuo

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

Comments 5 pages, 4 figures - Accepted to IEEE International Symposium on Biomedical Imaging (ISBI 2025)

2211.16570 2024-12-02 eess.IV cs.CV 82%

Performance Evaluation of Vanilla, Residual, and Dense 2D U-Net Architectures for Skull Stripping of Augmented 3D T1-weighted MRI Head Scans

Anway S. Pimpalkar, Rashmika K. Patole, Ketaki D. Kamble, Mahesh H. Shindikar

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

Comments Research Article submitted to the 2nd International Conference on Biomedical Engineering Science and Technology: Roadway from Laboratory to Market, at the National Institute of Technology Raipur, Chhattisgarh, India

2411.05779 2024-11-11 cs.CV cs.LG 82%

Curriculum Learning for Few-Shot Domain Adaptation in CT-based Airway Tree Segmentation

Maxime Jacovella, Ali Keshavarzi, Elsa Angelini

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

Comments Under review for 22nd IEEE International Symposium on Biomedical Imaging (ISBI), Houston, TX, USA

2307.15615 2024-11-04 eess.IV cs.CV 82%

A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond

Junyu Chen, Yihao Liu, Shuwen Wei, Zhangxing Bian, Shalini Subramanian, Aaron Carass, Jerry L. Prince, Yong Du

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

Comments Accepted to Medical Image Analysis ((c) MedIA). A list of open-sourced code from the papers reviewed has been organized and is available at https://bit.ly/3QgFJ9z

2409.13532 2024-10-02 eess.IV cs.CV 82%

Physics-Informed Latent Diffusion for Multimodal Brain MRI Synthesis

Sven Lüpke, Yousef Yeganeh, Ehsan Adeli, Nassir Navab, Azade Farshad

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

Comments 5th International Workshop on Multiscale Multimodal Medical Imaging (MICCAI 2024), Project page: https://sven-luepke.github.io/phy-ldm-mri/

2409.09796 2024-09-17 eess.IV cs.CV 82%

Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis

Liu Li, Hanchun Wang, Matthew Baugh, Qiang Ma, Weitong Zhang, Cheng Ouyang, Daniel Rueckert, Bernhard Kainz

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

Comments Accepted by the 27th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024)

2409.09387 2024-09-17 eess.IV cs.CV 82%

Estimating Neural Orientation Distribution Fields on High Resolution Diffusion MRI Scans

Mohammed Munzer Dwedari, William Consagra, Philip Müller, Özgün Turgut, Daniel Rueckert, Yogesh Rathi

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

Comments 16 pages, 8 figures, conference: Medical Image Computing and Computer-Assisted Intervention (MICCAI)

2408.15283 2024-08-29 cs.CV eess.SP 82%

3D Photon Counting CT Image Super-Resolution Using Conditional Diffusion Model

Chuang Niu, Christopher Wiedeman, Mengzhou Li, Jonathan S Maltz, Ge Wang

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

Comments 17th International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine, Stony Brook, NY, USA, 2023 [arXiv:2310.16846]

2405.12223 2024-08-15 eess.IV cs.CV 82%

Cascaded Multi-path Shortcut Diffusion Model for Medical Image Translation

Yinchi Zhou, Tianqi Chen, Jun Hou, Huidong Xie, Nicha C. Dvornek, S. Kevin Zhou, David L. Wilson, James S. Duncan, Chi Liu, Bo Zhou

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

Comments Accepted at Medical Image Analysis Journal

2304.07248 2024-06-03 eess.IV cs.CV 82%

The University of California San Francisco Brain Metastases Stereotactic Radiosurgery (UCSF-BMSR) MRI Dataset

Jeffrey D. Rudie, Rachit Saluja, David A. Weiss, Pierre Nedelec, Evan Calabrese, John B. Colby, Benjamin Laguna, John Mongan, Steve Braunstein, Christopher P. Hess, Andreas M. Rauschecker, Leo P. Sugrue, Javier E. Villanueva-Meyer

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

Comments 15 pages, 2 tables, 2 figures

Journal ref Radiology: Artificial Intelligence. 2024;6(2):e230126

2404.17878 2024-04-30 eess.IV cs.CV cs.GR 82%

Processing HSV Colored Medical Images and Adapting Color Thresholds for Computational Image Analysis: a Practical Introduction to an open-source tool

Lie Cai, Andre Pfob

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

Comments An open-source tool that can adapt different color thresholds of HSV-colored medical images. The newly developed pre-processing Matlab function successfully works on multi-center, international shear wave elastography data (NCT 02638935). Step-by-step instructions with accompanying code lines were provided, easy to follow and reproduce

2401.12938 2024-03-05 eess.IV cs.CV 82%

Neural deformation fields for template-based reconstruction of cortical surfaces from MRI

Fabian Bongratz, Anne-Marie Rickmann, Christian Wachinger

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

Comments To appear in Medical Image Analysis

2303.10611 2024-02-16 eess.IV cs.CV 82%

Rethinking Dual-Domain Undersampled MRI reconstruction: domain-specific design from the perspective of the receptive field

Ziqi Gao, S. Kevin Zhou

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

Comments 2024 IEEE International Symposium on Biomedical Imaging (ISBI)

2401.11224 2024-01-23 eess.IV cs.CV 82%

Susceptibility of Adversarial Attack on Medical Image Segmentation Models

Zhongxuan Wang, Leo Xu

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

Comments 6 pages, 8 figures, presented at 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI) conference

2312.10483 2023-12-19 eess.IV cs.CV 82%

All Attention U-NET for Semantic Segmentation of Intracranial Hemorrhages In Head CT Images

Chia Shuo Chang, Tian Sheuan Chang, Jiun Lin Yan, Li Ko

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

Comments 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS)

2312.04796 2023-12-11 eess.IV cs.CV 82%

Segmentation of Kidney Tumors on Non-Contrast CT Images using Protuberance Detection Network

Taro Hatsutani, Akimichi Ichinose, Keigo Nakamura, Yoshiro Kitamura

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

Comments Accepted in MICCAI 2023

Journal ref Medical Image Computing and Computer Assisted Intervention - MICCAI 2023. MICCAI 2023. Lecture Notes in Computer Science, vol 14226. Springer, Cham

2201.08582 2023-10-03 eess.IV cs.CV 82%

SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation

Quan-Dung Pham, Hai Nguyen-Truong, Nam Nguyen Phuong, Khoa N. A. Nguyen

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

Journal ref 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI)

2308.15932 2023-08-31 eess.IV cs.CV 82%

Attention-based CT Scan Interpolation for Lesion Segmentation of Colorectal Liver Metastases

Mohammad Hamghalam, Richard K. G. Do, Amber L. Simpson

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

Journal ref Proc. SPIE 12468, Medical Imaging 2023: Biomedical Applications in Molecular, Structural, and Functional Imaging, 124680U (10 April 2023)

2308.15088 2023-08-30 eess.IV cs.CV cs.LG q-bio.QM 82%

Using deep learning for an automatic detection and classification of the vascular bifurcations along the Circle of Willis

Rafic Nader, Romain Bourcier, Florent Autrusseau

专题命中医学影像：medical image(abstract,journal_ref)；MRI(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Journal ref Medical Image Analysis, 2023, 89, pp.102919

2208.05868 2023-08-21 eess.IV cs.CV 82%

TotalSegmentator: robust segmentation of 104 anatomical structures in CT images

Jakob Wasserthal, Hanns-Christian Breit, Manfred T. Meyer, Maurice Pradella, Daniel Hinck, Alexander W. Sauter, Tobias Heye, Daniel Boll, Joshy Cyriac, Shan Yang, Michael Bach, Martin Segeroth

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

Comments Accepted at Radiology: Artificial Intelligence

Journal ref Radiol Artif Intell 2023;5(5):e230024

1. 医学影像 22645 篇

Pediatric Pancreas Segmentation from MRI Scans with Deep Learning

Parameter-Free Bio-Inspired Channel Attention for Enhanced Cardiac MRI Reconstruction

Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation

Volumetric medical image segmentation through dual self-distillation in U-shaped networks

CAD-Unet: A Capsule Network-Enhanced Unet Architecture for Accurate Segmentation of COVID-19 Lung Infections from CT Images

ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation

MRAnnotator: multi-Anatomy and many-Sequence MRI segmentation of 44 structures

Investigating the impact of kernel harmonization and deformable registration on inspiratory and expiratory chest CT images for people with COPD

Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRI

Semise: Semi-supervised learning for severity representation in medical image

RadHop-Net: A Lightweight Radiomics-to-Error Regression for False Positive Reduction In MRI Prostate Cancer Detection

Performance Evaluation of Vanilla, Residual, and Dense 2D U-Net Architectures for Skull Stripping of Augmented 3D T1-weighted MRI Head Scans

Curriculum Learning for Few-Shot Domain Adaptation in CT-based Airway Tree Segmentation

A survey on deep learning in medical image registration: new technologies, uncertainty, evaluation metrics, and beyond

Physics-Informed Latent Diffusion for Multimodal Brain MRI Synthesis

Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis

Estimating Neural Orientation Distribution Fields on High Resolution Diffusion MRI Scans

3D Photon Counting CT Image Super-Resolution Using Conditional Diffusion Model

Cascaded Multi-path Shortcut Diffusion Model for Medical Image Translation

The University of California San Francisco Brain Metastases Stereotactic Radiosurgery (UCSF-BMSR) MRI Dataset

Processing HSV Colored Medical Images and Adapting Color Thresholds for Computational Image Analysis: a Practical Introduction to an open-source tool

Neural deformation fields for template-based reconstruction of cortical surfaces from MRI

Rethinking Dual-Domain Undersampled MRI reconstruction: domain-specific design from the perspective of the receptive field

Susceptibility of Adversarial Attack on Medical Image Segmentation Models

All Attention U-NET for Semantic Segmentation of Intracranial Hemorrhages In Head CT Images

Segmentation of Kidney Tumors on Non-Contrast CT Images using Protuberance Detection Network

SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation

Attention-based CT Scan Interpolation for Lesion Segmentation of Colorectal Liver Metastases

Using deep learning for an automatic detection and classification of the vascular bifurcations along the Circle of Willis

TotalSegmentator: robust segmentation of 104 anatomical structures in CT images