医学 AI - arXivDaily 专题

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

2412.02294 2024-12-04 eess.IV cs.AI cs.CV cs.LG 82%

Initial Study On Improving Segmentation By Combining Preoperative CT And Intraoperative CBCT Using Synthetic Data

Maximilian E. Tschuchnig, Philipp Steininger, Michael Gadermayr

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

Comments Accepted at BVM 2025. arXiv admin note: text overlap with arXiv:2406.11650

2412.00372 2024-12-03 cs.HC cs.AI 82%

2-Factor Retrieval for Improved Human-AI Decision Making in Radiology

Jim Solomon, Laleh Jalilian, Alexander Vilesov, Meryl Mathew, Tristan Grogan, Arash Bedayat, Achuta Kadambi

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

2203.06431 2024-11-26 physics.med-ph cs.CV cs.LG eess.IV 82%

Deep learning-based conditional inpainting for restoration of artifact-affected 4D CT images

Frederic Madesta, Thilo Sentker, Tobias Gauer, Rene Werner

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

Comments 13 pages

Journal ref Medical Physics. 2024;51(5):3437-3454

2411.14752 2024-11-25 eess.IV cs.CV cs.LG 82%

Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-guided Radiotherapy

Nikoo Moradi, André Ferreira, Behrus Puladi, Jens Kleesiek, Emad Fatemizadeh, Gijs Luijten, Victor Alves, Jan Egger

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

Comments 15 pages, 3 figures

2406.17804 2024-11-25 physics.med-ph cs.AI cs.CV cs.LG eess.IV 82%

A Review of Electromagnetic Elimination Methods for low-field portable MRI scanner

Wanyu Bian, Panfeng Li, Mengyao Zheng, Chihang Wang, Anying Li, Ying Li, Haowei Ni, Zixuan Zeng

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

Comments Accepted by 2024 5th International Conference on Machine Learning and Computer Application

Journal ref Proceedings of the 2024 5th International Conference on Machine Learning and Computer Application (ICMLCA), 2024, pp. 614-618

2406.11636 2024-11-20 eess.IV cs.CV cs.LG 82%

Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities

Felix Wagner, Wentian Xu, Pramit Saha, Ziyun Liang, Daniel Whitehouse, David Menon, Virginia Newcombe, Natalie Voets, J. Alison Noble, Konstantinos Kamnitsas

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

Comments Accepted as a conference paper at WACV 2025

2411.10772 2024-11-19 eess.IV cs.AI cs.CV cs.LG stat.ML 82%

MRI Parameter Mapping via Gaussian Mixture VAE: Breaking the Assumption of Independent Pixels

Moucheng Xu, Yukun Zhou, Tobias Goodwin-Allcock, Kimia Firoozabadi, Joseph Jacob, Daniel C. Alexander, Paddy J. Slator

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

Comments NeurIPS 2024 Workshop in Machine Learning and the Physical Sciences

2407.12176 2024-11-18 cs.CY cs.AI cs.CL 82%

GPT-4V Cannot Generate Radiology Reports Yet

Yuyang Jiang, Chacha Chen, Dang Nguyen, Benjamin M. Mervak, Chenhao Tan

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

Comments 24 pages, 3 figures, code: https://github.com/ChicagoHAI/cxr-eval-gpt-4v Findings paper presented at Machine Learning for Health (ML4H) symposium 2024, December 15-16, 2024, Vancouver, Canada, 26 pages

1. 医学影像 22681 篇

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

Initial Study On Improving Segmentation By Combining Preoperative CT And Intraoperative CBCT Using Synthetic Data

2-Factor Retrieval for Improved Human-AI Decision Making in Radiology

Deep learning-based conditional inpainting for restoration of artifact-affected 4D CT images

Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-guided Radiotherapy

A Review of Electromagnetic Elimination Methods for low-field portable MRI scanner

Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities

MRI Parameter Mapping via Gaussian Mixture VAE: Breaking the Assumption of Independent Pixels

GPT-4V Cannot Generate Radiology Reports Yet