医学 AI - arXivDaily 专题

2505.04586 2026-02-16 eess.IV cs.CV cs.LG 87%

Active Sampling for MRI-based Sequential Decision Making

基于MRI的序列决策主动采样

Yuning Du, Jingshuai Liu, Rohan Dharmakumar, Sotirios A. Tsaftaris

机构 * School of Engineering, The University of Edinburgh（爱丁堡大学工程学院）； School of Medicine, Indiana University（印第安纳大学医学院）

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

AI总结本文提出了一种多目标强化学习框架，通过主动采样策略提升MRI在连续决策中的诊断性能，实现更高效、经济的点-of-care应用。

Comments Under Review

2509.16328 2025-11-11 q-bio.TO cs.CL eess.IV physics.med-ph 87%

The Role of High-Performance GPU Resources in Large Language Model Based Radiology Imaging Diagnosis

Jyun-Ping Kao

机构 * Graduate Institute of Biomedical Electronics and Bioinformatics（生物医学电子与生物信息学研究生院）； National Taiwan University（台湾大学）

专题命中医学影像：radiology(title,abstract)；diagnosis(title)；分类 q-bio、eess.IV

2510.01730 2025-10-03 cs.AR 87%

Edge GPU Aware Multiple AI Model Pipeline for Accelerated MRI Reconstruction and Analysis

Ashiyana Abdul Majeed, Mahmoud Meribout, Safa Mohammed Sali

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

Comments 11 pages. 14 figures. This work has been submitted to IEEE for possible publication

2409.03977 2025-07-04 eess.IV cs.CV cs.LG 87%

Bi-modality medical images synthesis by a bi-directional discrete process matching method

Zhe Xiong, Qiaoqiao Ding, Xiaoqun Zhang

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

2410.18461 2025-04-24 eess.IV cs.CV cs.LG physics.med-ph 87%

Uncertainty-Error correlations in Evidential Deep Learning models for biomedical segmentation

Hai Siong Tan, Kuancheng Wang, Rafe Mcbeth

机构 * Gryphon Center for Artificial Intelligence and Theoretical Sciences, Singapore University of Pennsylvania, Perelman School of Medicine, Department of Radiation Oncology（格雷芬人工智能与理论科学中心，新加坡大学匹兹堡大学，佩尔曼医学学院，放射肿瘤学系）； Georgia Institute of Technology（佐治亚理工学院）； University of Pennsylvania, Perelman School of Medicine, Department of Radiation Oncology（宾夕法尼亚大学，佩尔曼医学学院，放射肿瘤学系）

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

Comments 15 pages

Journal ref Published in Proceedings of TAAI 2024

2409.17273 2025-03-19 eess.IV cs.CV cs.LG 87%

Targeted Neural Architectures in Multi-Objective Frameworks for Complete Glioma Characterization from Multimodal MRI

Shravan Venkatraman, Pandiyaraju V, Abeshek A, Aravintakshan S A, Pavan Kumar S, Kannan A, Madhan S

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

Comments 29 pages, 25 figures, 6 tables

2310.06737 2024-07-08 eess.IV cs.CV cs.LG 87%

Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis

Ece Ozkan, Xavier Boix

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

2402.05210 2024-06-21 eess.IV cs.CV cs.LG stat.ML 87%

Anatomically-Controllable Medical Image Generation with Segmentation-Guided Diffusion Models

Nicholas Konz, Yuwen Chen, Haoyu Dong, Maciej A. Mazurowski

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

Comments Accepted at MICCAI 2024. Code and synthetic dataset: https://github.com/mazurowski-lab/segmentation-guided-diffusion

2303.09975 2024-06-04 eess.IV cs.CV cs.LG 87%

MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation

Saikat Roy, Gregor Koehler, Constantin Ulrich, Michael Baumgartner, Jens Petersen, Fabian Isensee, Paul F. Jaeger, Klaus Maier-Hein

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

Comments Accepted at MICCAI 2023

2404.07473 2024-04-12 eess.IV cs.CV cs.LG 87%

LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation

Songkai Sun, Qingshan She, Yuliang Ma, Rihui Li, Yingchun Zhang

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

2404.07318 2024-04-12 eess.IV cs.CV cs.LG 87%

Rethinking Perceptual Metrics for Medical Image Translation

Nicholas Konz, Yuwen Chen, Hanxue Gu, Haoyu Dong, Maciej A. Mazurowski

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

2403.11505 2024-03-29 eess.IV cs.CV cs.LG 87%

COVID-19 detection from pulmonary CT scans using a novel EfficientNet with attention mechanism

Ramy Farag, Parth Upadhyay, Yixiang Gao, Jacket Demby, Katherin Garces Montoya, Seyed Mohamad Ali Tousi, Gbenga Omotara, Guilherme DeSouza

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

2403.11338 2024-03-19 eess.IV cs.CV cs.LG 87%

Ensembling and Test Augmentation for Covid-19 Detection and Covid-19 Domain Adaptation from 3D CT-Scans

Fares Bougourzi, Feryal Windal Moula, Halim Benhabiles, Fadi Dornaika, Abdelmalik Taleb-Ahmed

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

2403.04781 2024-03-11 cs.CR cs.CV cs.LG eess.IV 87%

Selective Encryption using Segmentation Mask with Chaotic Henon Map for Multidimensional Medical Images

S Arut Prakash, Aditya Ganesh Kumar, Prabhu Shankar K. C., Lithicka Anandavel, Aditya Lakshmi Narayanan

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

2401.08469 2024-01-17 eess.IV cs.CV cs.LG 87%

Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training

Jiamin Chen, Xuhong Li, Yanwu Xu, Mengnan Du, Haoyi Xiong

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

2303.08757 2023-12-06 eess.IV cs.CV cs.LG 87%

CT Perfusion is All We Need: 4D CNN Segmentation of Penumbra and Core in Patients With Suspected Ischemic Stroke

Luca Tomasetti, Kjersti Engan, Liv Jorunn Høllesli, Kathinka Dæhli Kurz, Mahdieh Khanmohammadi

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

2311.02874 2023-11-15 eess.IV cs.CV cs.LG 87%

Dynamic Neural Fields for Learning Atlases of 4D Fetal MRI Time-series

Zeen Chi, Zhongxiao Cong, Clinton J. Wang, Yingcheng Liu, Esra Abaci Turk, P. Ellen Grant, S. Mazdak Abulnaga, Polina Golland, Neel Dey

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

Comments 6 pages, 2 figures. Accepted by Medical Imaging Meets NeurIPS 2023

2311.02480 2023-11-07 eess.IV cs.CV cs.LG 87%

A Strictly Bounded Deep Network for Unpaired Cyclic Translation of Medical Images

Swati Rai, Jignesh S. Bhatt, Sarat Kumar Patra

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

Journal ref 2023 IEEE Statistical Signal Processing Workshop (SSP), Hanoi, Vietnam, 2023, pp. 61-65

2310.17720 2023-10-30 eess.IV cs.CV cs.LG 87%

Advancing Brain Tumor Detection: A Thorough Investigation of CNNs, Clustering, and SoftMax Classification in the Analysis of MRI Images

Jonayet Miah, Duc M Cao, Md Abu Sayed3, Md Siam Taluckder, Md Sabbirul Haque, Fuad Mahmud

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

Journal ref JOIV : International Journal on Informatics Visualization, JOIV : Int. J. Inform. Visualization ISSN / E-ISSN 2549-9610 / 2549-9904, 2023

2310.05242 2023-10-11 cs.CL cs.AI 87%

ChatRadio-Valuer: A Chat Large Language Model for Generalizable Radiology Report Generation Based on Multi-institution and Multi-system Data

Tianyang Zhong, Wei Zhao, Yutong Zhang, Yi Pan, Peixin Dong, Zuowei Jiang, Xiaoyan Kui, Youlan Shang, Li Yang, Yaonai Wei, Longtao Yang, Hao Chen, Huan Zhao, Yuxiao Liu, Ning Zhu, Yiwei Li, Yisong Wang, Jiaqi Yao, Jiaqi Wang, Ying Zeng, Lei He, Chao Zheng, Zhixue Zhang, Ming Li, Zhengliang Liu, Haixing Dai, Zihao Wu, Lu Zhang, Shu Zhang, Xiaoyan Cai, Xintao Hu, Shijie Zhao, Xi Jiang, Xin Zhang, Xiang Li, Dajiang Zhu, Lei Guo, Dinggang Shen, Junwei Han, Tianming Liu, Jun Liu, Tuo Zhang

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

2307.16314 2023-08-01 eess.IV cs.CV cs.LG 87%

Mask-guided Data Augmentation for Multiparametric MRI Generation with a Rare Hepatocellular Carcinoma

Karen Sanchez, Carlos Hinojosa, Kevin Arias, Henry Arguello, Denis Kouame, Olivier Meyrignac, Adrian Basarab

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

Comments Accepted at IEEE ISBI 2023

2307.14588 2023-07-28 eess.IV cs.CV cs.LG 87%

MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation

Liang Xu, Mingxiao Chen, Yi Cheng, Pengfei Shao, Shuwei Shen, Peng Yao, Ronald X. Xu

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

2211.01293 2023-06-02 eess.IV cs.CV cs.LG 87%

DC-cycleGAN: Bidirectional CT-to-MR Synthesis from Unpaired Data

Jiayuan Wang, Q. M. Jonathan Wu, Farhad Pourpanah

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

2203.05573 2023-04-24 eess.IV cs.CV cs.LG 87%

Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation

Lei Zhou, Huidong Liu, Joseph Bae, Junjun He, Dimitris Samaras, Prateek Prasanna

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

Comments ISBI2023 camera-ready version (no substantial difference from v1); Code is available at https://github.com/cvlab-stonybrook/SelfMedMAE

2201.10981 2023-03-23 eess.IV cs.CV cs.LG 87%

Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers

Georg Hille, Shubham Agrawal, Pavan Tummala, Christian Wybranski, Maciej Pech, Alexey Surov, Sylvia Saalfeld

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

2303.09440 2023-03-21 eess.IV cs.CV cs.LG 87%

Enhanced detection of the presence and severity of COVID-19 from CT scans using lung segmentation

Robert Turnbull

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

Comments Added extra results. Edited the text

2209.14472 2023-02-24 eess.IV cs.CV cs.LG 87%

medigan: a Python library of pretrained generative models for medical image synthesis

Richard Osuala, Grzegorz Skorupko, Noussair Lazrak, Lidia Garrucho, Eloy García, Smriti Joshi, Socayna Jouide, Michael Rutherford, Fred Prior, Kaisar Kushibar, Oliver Diaz, Karim Lekadir

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

Comments 32 pages, 7 figures

Journal ref Journal of Medical Imaging 10.6 (2023) 061403

2302.02289 2023-02-07 eess.IV cs.CV cs.LG 87%

Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation

Aliasghar Mortazi, Vedat Cicek, Elif Keles, Ulas Bagci

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

2208.10937 2022-11-16 eess.IV cs.CV cs.LG 87%

Improving Computed Tomography (CT) Reconstruction via 3D Shape Induction

Elena Sizikova, Xu Cao, Ashia Lewis, Kenny Moise, Megan Coffee

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

Comments Extended Abstract presented at Machine Learning for Health (ML4H) symposium 2022, November 28th, 2022, New Orleans, United States & Virtual, http://www.ml4h.cc, 11 pages

2204.04218 2022-10-13 eess.IV cs.CV cs.LG 87%

Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution

Mariana-Iuliana Georgescu, Radu Tudor Ionescu, Andreea-Iuliana Miron, Olivian Savencu, Nicolae-Catalin Ristea, Nicolae Verga, Fahad Shahbaz Khan

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

Comments Accepted at WACV 2023 (main paper + supplementary)

1. 医学影像 22681 篇

Active Sampling for MRI-based Sequential Decision Making

The Role of High-Performance GPU Resources in Large Language Model Based Radiology Imaging Diagnosis

Edge GPU Aware Multiple AI Model Pipeline for Accelerated MRI Reconstruction and Analysis

Bi-modality medical images synthesis by a bi-directional discrete process matching method

Uncertainty-Error correlations in Evidential Deep Learning models for biomedical segmentation

Targeted Neural Architectures in Multi-Objective Frameworks for Complete Glioma Characterization from Multimodal MRI

Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis

Anatomically-Controllable Medical Image Generation with Segmentation-Guided Diffusion Models

MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation

LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation

Rethinking Perceptual Metrics for Medical Image Translation

COVID-19 detection from pulmonary CT scans using a novel EfficientNet with attention mechanism

Ensembling and Test Augmentation for Covid-19 Detection and Covid-19 Domain Adaptation from 3D CT-Scans

Selective Encryption using Segmentation Mask with Chaotic Henon Map for Multidimensional Medical Images

Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training

CT Perfusion is All We Need: 4D CNN Segmentation of Penumbra and Core in Patients With Suspected Ischemic Stroke

Dynamic Neural Fields for Learning Atlases of 4D Fetal MRI Time-series

A Strictly Bounded Deep Network for Unpaired Cyclic Translation of Medical Images

Advancing Brain Tumor Detection: A Thorough Investigation of CNNs, Clustering, and SoftMax Classification in the Analysis of MRI Images

ChatRadio-Valuer: A Chat Large Language Model for Generalizable Radiology Report Generation Based on Multi-institution and Multi-system Data

Mask-guided Data Augmentation for Multiparametric MRI Generation with a Rare Hepatocellular Carcinoma

MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation

DC-cycleGAN: Bidirectional CT-to-MR Synthesis from Unpaired Data

Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation

Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers

Enhanced detection of the presence and severity of COVID-19 from CT scans using lung segmentation

medigan: a Python library of pretrained generative models for medical image synthesis

Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation

Improving Computed Tomography (CT) Reconstruction via 3D Shape Induction

Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution