医学 AI - arXivDaily 专题

2405.04902 2025-03-07 eess.IV cs.CV 86%

HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis

Zhihan Ju, Wanting Zhou, Longteng Kong, Yu Chen, Yi Li, Zhenan Sun, Caifeng Shan

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）； Dalian University of Technology（大连理工大学）； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）； School of Intelligence Science and Technology, Nanjing University（南京大学智能科学与技术学院）

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

Journal ref Machine Intelligence Research 2024

2503.01306 2025-03-04 eess.IV cs.AI cs.CV physics.med-ph 86%

From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation

Pooya Mohammadi Kazaj, Giovanni Baj, Yazdan Salimi, Anselm W. Stark, Waldo Valenzuela, George CM. Siontis, Habib Zaidi, Mauricio Reyes, Christoph Graeni, Isaac Shiri

机构 * Geneva University Hospital（日内瓦大学医院）； University of Groningen University Medical Center Groningen（格罗宁根大学医学中心）； University of Southern Denmark（南丹麦大学）

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

2412.13299 2025-03-03 eess.IV cs.AI cs.CV 86%

In-context learning for medical image segmentation

Eichi Takaya, Shinnosuke Yamamoto

机构 * Tohoku University Graduate School of Medicine（东北大学大学院医学系研究科）； Tohoku University Hospital（东北大学医院）； St. Marianna University Graduate School of Medicine（圣玛丽安娜医科大学大学院医学系研究科）

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

2502.18620 2025-02-27 cs.CV cs.AI cs.LG 86%

Diffusion Models for conditional MRI generation

Miguel Herencia García del Castillo, Ricardo Moya Garcia, Manuel Jesús Cerezo Mazón, Ekaitz Arriola Garcia, Pablo Menéndez Fernández-Miranda

机构 * Ainovis（艾诺维斯）； Telefónica Innovación Digital（西班牙电信创新数字公司）

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

2502.17029 2025-02-25 eess.IV cs.CV 86%

M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation

Boris Shirokikh, Anvar Kurmukov, Mariia Donskova, Valentin Samokhin, Mikhail Belyaev, Ivan Oseledets

机构 * AIRI ； Skoltech（斯科尔科沃科技学院）； IITP RAS（俄罗斯科学院精密机械与控制研究所）

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

Comments 17 pages,7 figures,11 tables

2501.04996 2025-01-10 eess.IV cs.CV 86%

A CT Image Classification Network Framework for Lung Tumors Based on Pre-trained MobileNetV2 Model and Transfer learning, And Its Application and Market Analysis in the Medical field

Ziyang Gao, Yong Tian, Shih-Chi Lin, Junghua Lin

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

2408.03616 2025-01-07 eess.IV cs.CV 86%

Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation

Feng Zhou, Yanjie Zhou, Longjie Wang, Yun Peng, David E. Carlson, Liyun Tu

机构 * School of Artificial Intelligence, Beijing University of Posts and Telecommunications（北京邮电大学人工智能学院）； Peking University Third Hospital（北京大学第三医院）； Beijing Children’s Hospital, Capital Medical University（首都医科大学附属北京儿童医院）； Duke University（杜克大学）

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

2407.11087 2025-01-07 eess.IV cs.CV 86%

Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKV

Zhiwen Yang, Jiayin Li, Hui Zhang, Dan Zhao, Bingzheng Wei, Yan Xu

机构 * Beihang University（北京航空航天大学）； Tsinghua University（清华大学）； Peking Union Medical College（北京协和医学院）； ByteDance Inc.（字节跳动公司）

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

Comments This paper introduces the first RWKV-based model for image restoration

2412.16860 2024-12-24 eess.IV cs.CV 86%

Diffusion-Based Approaches in Medical Image Generation and Analysis

Abdullah al Nomaan Nafi, Md. Alamgir Hossain, Rakib Hossain Rifat, Md Mahabub Uz Zaman, Md Manjurul Ahsan, Shivakumar Raman

机构 * Islamic University（伊斯兰大学）； Texas Tech University（德克萨斯理工大学）； University of Oklahoma（俄克拉荷马大学）

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

2311.12070 2024-11-26 eess.IV cs.CV 86%

FDDM: Unsupervised Medical Image Translation with a Frequency-Decoupled Diffusion Model

Yunxiang Li, Hua-Chieh Shao, Xiaoxue Qian, You Zhang

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

2411.14525 2024-11-25 eess.IV cs.CV 86%

SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation

Jin Ye, Ying Chen, Yanjun Li, Haoyu Wang, Zhongying Deng, Ziyan Huang, Yanzhou Su, Chenglong Ma, Yuanfeng Ji, Junjun He

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

2411.06513 2024-11-12 eess.IV cs.CV 86%

PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation Learning

Sarang Galada, Tanurima Halder, Kunal Deo, Ram P Krish, Kshitij Jadhav

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

Comments This work has been submitted to ISBI 2025

2409.16728 2024-10-07 eess.IV cs.CV 86%

SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation

Bentao Song, Qingfeng Wang

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

Comments Accepted at MICCAI 2024

2406.02936 2024-10-02 eess.IV cs.CV 86%

Radiomics-guided Multimodal Self-attention Network for Predicting Pathological Complete Response in Breast MRI

Jonghun Kim, Hyunjin Park

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

Comments 5 pages, 5 figures, IEEE ISBI 2024 proceedings

2105.13153 2024-10-01 eess.IV cs.CV 86%

Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions

Sanguk Park, Minyoung Chung

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

2409.16733 2024-09-26 eess.IV cs.CV 86%

The Effect of Lossy Compression on 3D Medical Images Segmentation with Deep Learning

Anvar Kurmukov, Bogdan Zavolovich, Aleksandra Dalechina, Vladislav Proskurov, Boris Shirokikh

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, 5 figures, 2 tables; accepted on MICCAI Workshop on Advancing Data Solutions in Medical Imaging AI

2407.18070 2024-09-20 eess.IV cs.CV 86%

CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation

Xiao Liu, Peng Gao, Tao Yu, Fei Wang, Ru-Yue Yuan

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

2311.14875 2024-09-17 eess.IV cs.CV 86%

Bayesian Neural Networks for 2D MRI Segmentation

Lohith Konathala

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

Comments 9 pages, conference-paper style

2409.08500 2024-09-16 eess.IV cs.CV 86%

Cross-conditioned Diffusion Model for Medical Image to Image Translation

Zhaohu Xing, Sicheng Yang, Sixiang Chen, Tian Ye, Yijun Yang, Jing Qin, Lei Zhu

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

Comments miccai24

2408.15118 2024-08-28 eess.IV cs.CV 86%

DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays

Yiran Sun, Hana Baroudi, Tucker Netherton, Laurence Court, Osama Mawlawi, Ashok Veeraraghavan, Guha Balakrishnan

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

Comments 11 pages, 9 figures

2408.09432 2024-08-20 eess.IV cs.AI cs.CV 86%

Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs

Bowen Xin, Tony Young, Claire E Wainwright, Tamara Blake, Leo Lebrat, Thomas Gaass, Thomas Benkert, Alto Stemmer, David Coman, Jason Dowling

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

Comments Accepted by MIDL2024

2407.15270 2024-07-23 eess.IV cs.CV 86%

MedEdit: Counterfactual Diffusion-based Image Editing on Brain MRI

Malek Ben Alaya, Daniel M. Lang, Benedikt Wiestler, Julia A. Schnabel, Cosmin I. Bercea

专题命中医学影像：MRI(title)；medical image(abstract)；pathology(abstract)；biomedical(abstract)

Comments Accepted at MICCAI24 Simulation and Synthesis in Medical Imaging (SASHIMI) workshop

2403.06801 2024-07-08 eess.IV cs.CV 86%

CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging

Ibrahim Ethem Hamamci, Sezgin Er, Bjoern Menze

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

2407.01530 2024-07-03 eess.IV cs.CV 86%

xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart

Tianrun Chen, Chaotao Ding, Lanyun Zhu, Tao Xu, Deyi Ji, Yan Wang, Ying Zang, Zejian Li

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

2406.17423 2024-06-26 eess.IV cs.CV 86%

Deep learning-based brain segmentation model performance validation with clinical radiotherapy CT

Selena Huisman, Matteo Maspero, Marielle Philippens, Joost Verhoeff, Szabolcs David

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

Comments 15 pages, 9 figures, 3 supplementary data csv's, 1 supplementary file with 1 figure

2405.19538 2024-06-05 cs.CL cs.AI cs.CV cs.LG 86%

CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image Formats

Pierre Chambon, Jean-Benoit Delbrouck, Thomas Sounack, Shih-Cheng Huang, Zhihong Chen, Maya Varma, Steven QH Truong, Chu The Chuong, Curtis P. Langlotz

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

Comments 13 pages Updated title

2403.12852 2024-05-27 eess.IV cs.CV 86%

Generative Enhancement for 3D Medical Images

Lingting Zhu, Noel Codella, Dongdong Chen, Zhenchao Jin, Lu Yuan, Lequan Yu

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

Comments 20 pages, 8 figures

2405.06789 2024-05-14 eess.IV cs.CV 86%

Self-Consistent Recursive Diffusion Bridge for Medical Image Translation

Fuat Arslan, Bilal Kabas, Onat Dalmaz, Muzaffer Ozbey, Tolga Çukur

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

Comments 11 pages, 6 figures

2303.16242 2024-04-17 eess.IV cs.CV 86%

CuNeRF: Cube-Based Neural Radiance Field for Zero-Shot Medical Image Arbitrary-Scale Super Resolution

Zixuan Chen, Jian-Huang Lai, Lingxiao Yang, Xiaohua Xie

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

Comments This paper is accepted by the International Conference on Computer Vision (ICCV) 2023

2402.05079 2024-04-02 eess.IV cs.CV 86%

Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation

Ziyang Wang, Jian-Qing Zheng, Yichi Zhang, Ge Cui, Lei Li

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

1. 医学影像 22719 篇

HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis

From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation

In-context learning for medical image segmentation

Diffusion Models for conditional MRI generation

M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation

A CT Image Classification Network Framework for Lung Tumors Based on Pre-trained MobileNetV2 Model and Transfer learning, And Its Application and Market Analysis in the Medical field

Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation

Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKV

Diffusion-Based Approaches in Medical Image Generation and Analysis

FDDM: Unsupervised Medical Image Translation with a Frequency-Decoupled Diffusion Model

SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation

PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation Learning

SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation

Radiomics-guided Multimodal Self-attention Network for Predicting Pathological Complete Response in Breast MRI

Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions

The Effect of Lossy Compression on 3D Medical Images Segmentation with Deep Learning

CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation

Bayesian Neural Networks for 2D MRI Segmentation

Cross-conditioned Diffusion Model for Medical Image to Image Translation

DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays

Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs

MedEdit: Counterfactual Diffusion-based Image Editing on Brain MRI

CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging

xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart

Deep learning-based brain segmentation model performance validation with clinical radiotherapy CT

CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image Formats

Generative Enhancement for 3D Medical Images

Self-Consistent Recursive Diffusion Bridge for Medical Image Translation

CuNeRF: Cube-Based Neural Radiance Field for Zero-Shot Medical Image Arbitrary-Scale Super Resolution

Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation