医学 AI - arXivDaily 专题

2505.13579 2025-05-21 eess.IV cs.AI cs.CV cs.LG 82%

Learning Wavelet-Sparse FDK for 3D Cone-Beam CT Reconstruction

Yipeng Sun, Linda-Sophie Schneider, Chengze Ye, Mingxuan Gu, Siyuan Mei, Siming Bayer, Andreas Maier

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

Comments Accepted by Fully3D 2025

2505.02470 2025-05-06 eess.IV cs.LG eess.SP 82%

Deep learning of personalized priors from past MRI scans enables fast, quality-enhanced point-of-care MRI with low-cost systems

Tal Oved, Beatrice Lena, Chloé F. Najac, Sheng Shen, Matthew S. Rosen, Andrew Webb, Efrat Shimron

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系）； Technion – Israel Institute of Technology（技术ion – 以色列理工学院）； May-Blum-Dahl Technion Human MRI Research Center（技术ion 人类MRI研究中心）； Department of Radiology（放射学系）； C.J. Gorter MRI Center, Leiden University Medical Center（C.J. Gorter MRI中心，莱顿大学医学中心）； Massachusetts General Hospital and Harvard Medical School（麻省总医院和哈佛医学院）； Department of Biomedical Engineering（生物医学工程系）

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

2504.13910 2025-04-29 quant-ph 82%

Advancements and Challenges in Quantum Machine Learning for Medical Image Classification: A Comprehensive Review

Md Farhan Shahriyar, Gazi Tanbhir

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

Comments This paper has been accepted and presented at the IEEE ISACC 2025

2406.14794 2025-04-25 eess.IV cs.CV cs.LG 82%

ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images

Chen Liu, Ke Xu, Liangbo L. Shen, Guillaume Huguet, Zilong Wang, Alexander Tong, Danilo Bzdok, Jay Stewart, Jay C. Wang, Lucian V. Del Priore, Smita Krishnaswamy

机构 * Yale University（耶鲁大学）； University of California, San Francisco（加州大学旧金山分校）； Mila - Quebec AI Institute（魁北克AI研究所）； Université de Montréal（蒙特利尔大学）； McGill University（麦吉尔大学）； Northern California Retina Vitreous Associates（北加州视网膜与玻璃体协会）

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

Comments ICASSP 2025, Oral Presentation

2504.16237 2025-04-24 eess.IV cs.CV cs.LG 82%

Comprehensive Evaluation of Quantitative Measurements from Automated Deep Segmentations of PSMA PET/CT Images

Obed Korshie Dzikunu, Amirhossein Toosi, Shadab Ahamed, Sara Harsini, Francois Benard, Xiaoxiao Li, Arman Rahmim

机构 * University of British Columbia（不列颠哥伦比亚大学）； BC Cancer Research Institute（BC癌症研究学院）； Vector Institute（向量研究所）

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

Comments 12 pages, 8 figures

2302.06352 2025-04-24 eess.IV cs.CV cs.LG 82%

Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation

Francesco Santini, Jakob Wasserthal, Abramo Agosti, Xeni Deligianni, Kevin R. Keene, Hermien E. Kan, Stefan Sommer, Fengdan Wang, Claudia Weidensteiner, Giulia Manco, Matteo Paoletti, Valentina Mazzoli, Arjun Desai, Anna Pichiecchio

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

Comments In this new version: change affiliation of A. Pichiecchio. Note regarding the license/copyright: This submission is conforming with the RSNA Preprint policy available here: this https URL, which REQUIRES authors to update the version on preprint servers with the accepted version and the copyright notice as indicated in the PDF

2410.21822 2025-04-22 cs.CV eess.IV eess.SP stat.AP 82%

PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI Slices

Ming Kang, Fung Fung Ting, Raphaël C. -W. Phan, Chee-Ming Ting

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

Comments References updated; for example, papers in NeurIPS 2024 proceedings appeared on 6 Feb 2025 and AAAI 2025 one on 11 Apr 2025

Journal ref In WACV (2025) 3732--3741

2504.13391 2025-04-21 eess.IV cs.AI cs.CV cs.LG 82%

Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning

Racheal Mukisa, Arvind K. Bansal

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

Comments 20 pages, 8 figures

2504.07560 2025-04-11 eess.IV cs.CV cs.LG 82%

PhaseGen: A Diffusion-Based Approach for Complex-Valued MRI Data Generation

Moritz Rempe, Fabian Hörst, Helmut Becker, Marco Schlimbach, Lukas Rotkopf, Kevin Kröninger, Jens Kleesiek

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

2406.02134 2025-04-07 cs.CL 82%

The current status of large language models in summarizing radiology report impressions

Danqing Hu, Shanyuan Zhang, Qing Liu, Xiaofeng Zhu, Bing Liu

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

2503.22531 2025-03-31 eess.IV cs.CV cs.LG 82%

Deterministic Medical Image Translation via High-fidelity Brownian Bridges

Qisheng He, Nicholas Summerfield, Peiyong Wang, Carri Glide-Hurst, Ming Dong

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

2410.21301 2025-03-19 eess.IV cs.AI cs.CV cs.LG 82%

Evaluating the Posterior Sampling Ability of Plug&Play Diffusion Methods in Sparse-View CT

Liam Moroy, Guillaume Bourmaud, Frédéric Champagnat, Jean-François Giovannelli

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

2403.03551 2025-03-17 eess.IV cs.CV cs.LG 82%

Enhanced Low-Dose CT Image Reconstruction by Domain and Task Shifting Gaussian Denoisers

Tim Selig, Thomas März, Martin Storath, Andreas Weinmann

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

Comments 24 pages, 5 figures

2501.13352 2025-03-13 eess.IV cs.CV cs.LG 82%

Polyhedra Encoding Transformers: Enhancing Diffusion MRI Analysis Beyond Voxel and Volumetric Embedding

Tianyuan Yao, Zhiyuan Li, Praitayini Kanakaraj, Derek B. Archer, Kurt Schilling, Lori Beason-Held, Susan Resnick, Bennett A. Landman, Yuankai Huo

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

2411.19564 2025-02-17 eess.IV cs.CV cs.LG 82%

A Comprehensive Framework for Automated Segmentation of Perivascular Spaces in Brain MRI with the nnU-Net

William Pham, Alexander Jarema, Donggyu Rim, Zhibin Chen, Mohamed S. H. Khlif, Vaughan G. Macefield, Luke A. Henderson, Amy Brodtmann

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

Comments 46 pages, 8 figures, 2 tables

2412.15264 2025-02-03 cs.CL cs.AI 82%

ReXTrust: A Model for Fine-Grained Hallucination Detection in AI-Generated Radiology Reports

Romain Hardy, Sung Eun Kim, Du Hyun Ro, Pranav Rajpurkar

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

Comments Accepted to AIMedHealth 10 pages, 5 figures

2405.03595 2025-01-23 cs.CL cs.AI 82%

GREEN: Generative Radiology Report Evaluation and Error Notation

Sophie Ostmeier, Justin Xu, Zhihong Chen, Maya Varma, Louis Blankemeier, Christian Bluethgen, Arne Edward Michalson, Michael Moseley, Curtis Langlotz, Akshay S Chaudhari, Jean-Benoit Delbrouck

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

Journal ref https://aclanthology.org/2024.findings-emnlp.21/

2501.06939 2025-01-14 eess.IV cs.CV cs.LG 82%

Super-Resolution of 3D Micro-CT Images Using Generative Adversarial Networks: Enhancing Resolution and Segmentation Accuracy

Evgeny Ugolkov, Xupeng He, Hyung Kwak, Hussein Hoteit

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

Comments 24 pages, 9 figures

2501.05085 2025-01-10 eess.IV cs.CV cs.LG 82%

End-to-End Deep Learning for Interior Tomography with Low-Dose X-ray CT

Yoseob Han, Dufan Wu, Kyungsang Kim, Quanzheng Li

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

Comments Published by Physics in Medicine & Biology (2022.5)

2211.15341 2025-01-06 eess.IV cs.CV cs.LG 82%

Non-inferiority of Deep Learning Acute Ischemic Stroke Segmentation on Non-Contrast CT Compared to Expert Neuroradiologists

Sophie Ostmeier, Brian Axelrod, Benjamin F. J. Verhaaren, Soren Christensen, Abdelkader Mahammedi, Yongkai Liu, Benjamin Pulli, Li-Jia Li, Greg Zaharchuk, Jeremy J. Heit

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

Journal ref Sci Rep 13, 16153 (2023)

2501.01456 2025-01-06 eess.IV cs.CV cs.LG 82%

SS-CTML: Self-Supervised Cross-Task Mutual Learning for CT Image Reconstruction

Gaofeng Chen, Yaoduo Zhang, Li Huang, Pengfei Wang, Wenyu Zhang, Dong Zeng, Jianhua Ma, Ji He

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

2412.18584 2024-12-25 cs.CV cs.LG eess.IV 82%

Resolution-Robust 3D MRI Reconstruction with 2D Diffusion Priors: Diverse-Resolution Training Outperforms Interpolation

Anselm Krainovic, Stefan Ruschke, Reinhard Heckel

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

2412.11849 2024-12-17 eess.IV cs.CV cs.LG 82%

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI

Ramy A. Zeineldin, Franziska Mathis-Ullrich

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

Comments Accepted at the MICCAI BraTS Challenge 2023

2412.08050 2024-12-16 eess.IV cs.CV cs.LG 82%

BSAFusion: A Bidirectional Stepwise Feature Alignment Network for Unaligned Medical Image Fusion

Huafeng Li, Dayong Su, Qing Cai, Yafei Zhang

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

Comments Accepted by AAAI2025

2405.09191 2024-12-11 cs.CR cs.MM 82%

QMedShield: A Novel Quantum Chaos-based Image Encryption Scheme for Secure Medical Image Storage in the Cloud

Arun Amaithi Rajan, Vetriselvi V

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

Comments 20 pages, 17 Figures, 9 Tables

Journal ref 2024

2412.06828 2024-12-11 cs.CL cs.AI 82%

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

Fang Zeng, Zhiliang Lyu, Quanzheng Li, Xiang Li

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

2412.06610 2024-12-10 physics.med-ph 82%

MRI-based Head and Neck Tumor Segmentation Using nnU-Net with 15-fold Cross-Validation Ensemble

Frank N. Mol, Luuk van der Hoek, Baoqiang Ma, Bharath Chowdhary Nagam, Nanna M. Sijtsema, Lisanne V. van Dijk, Kerstin Bunte, Rifka Vlijm, Peter M. A. van Ooijen

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

2412.06045 2024-12-10 eess.IV cs.CV cs.LG 82%

Dilated Balanced Cross Entropy Loss for Medical Image Segmentation

Seyed Mohsen Hosseini, Mahdieh Soleymani Baghshah

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

2411.14353 2024-12-09 eess.IV cs.CV cs.LG 82%

Enhancing Medical Image Segmentation with Deep Learning and Diffusion Models

Houze Liu, Tong Zhou, Yanlin Xiang, Aoran Shen, Jiacheng Hu, Junliang Du

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

Comments After a peer review process for a journal submission, we have been told the main conclusions presented in this paper have been proven previously by others. I believe the paper should be withdrawn

2311.10162 2024-12-06 eess.IV cs.CV cs.LG physics.med-ph 82%

Learning to Reconstruct Accelerated MRI Through K-space Cold Diffusion without Noise

Guoyao Shen, Mengyu Li, Chad W. Farris, Stephan Anderson, Xin Zhang

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

Comments 21 pages, 5 figures, 4 tables

1. 医学影像 22694 篇

Learning Wavelet-Sparse FDK for 3D Cone-Beam CT Reconstruction

Deep learning of personalized priors from past MRI scans enables fast, quality-enhanced point-of-care MRI with low-cost systems

Advancements and Challenges in Quantum Machine Learning for Medical Image Classification: A Comprehensive Review

ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images

Comprehensive Evaluation of Quantitative Measurements from Automated Deep Segmentations of PSMA PET/CT Images

Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation

PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI Slices

Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning

PhaseGen: A Diffusion-Based Approach for Complex-Valued MRI Data Generation

The current status of large language models in summarizing radiology report impressions

Deterministic Medical Image Translation via High-fidelity Brownian Bridges

Evaluating the Posterior Sampling Ability of Plug&Play Diffusion Methods in Sparse-View CT

Enhanced Low-Dose CT Image Reconstruction by Domain and Task Shifting Gaussian Denoisers

Polyhedra Encoding Transformers: Enhancing Diffusion MRI Analysis Beyond Voxel and Volumetric Embedding

A Comprehensive Framework for Automated Segmentation of Perivascular Spaces in Brain MRI with the nnU-Net

ReXTrust: A Model for Fine-Grained Hallucination Detection in AI-Generated Radiology Reports

GREEN: Generative Radiology Report Evaluation and Error Notation

Super-Resolution of 3D Micro-CT Images Using Generative Adversarial Networks: Enhancing Resolution and Segmentation Accuracy

End-to-End Deep Learning for Interior Tomography with Low-Dose X-ray CT

Non-inferiority of Deep Learning Acute Ischemic Stroke Segmentation on Non-Contrast CT Compared to Expert Neuroradiologists

SS-CTML: Self-Supervised Cross-Task Mutual Learning for CT Image Reconstruction

Resolution-Robust 3D MRI Reconstruction with 2D Diffusion Priors: Diverse-Resolution Training Outperforms Interpolation

Ensemble Learning and 3D Pix2Pix for Comprehensive Brain Tumor Analysis in Multimodal MRI

BSAFusion: A Bidirectional Stepwise Feature Alignment Network for Unaligned Medical Image Fusion

QMedShield: A Novel Quantum Chaos-based Image Encryption Scheme for Secure Medical Image Storage in the Cloud

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

MRI-based Head and Neck Tumor Segmentation Using nnU-Net with 15-fold Cross-Validation Ensemble

Dilated Balanced Cross Entropy Loss for Medical Image Segmentation

Enhancing Medical Image Segmentation with Deep Learning and Diffusion Models

Learning to Reconstruct Accelerated MRI Through K-space Cold Diffusion without Noise