医学 AI - arXivDaily 专题

2205.04044 2022-05-16 eess.IV cs.CV cs.LG 87%

Masked Co-attentional Transformer reconstructs 100x ultra-fast/low-dose whole-body PET from longitudinal images and anatomically guided MRI

Yan-Ran, Wang, Liangqiong Qu, Natasha Diba Sheybani, Xiaolong Luo, Jiangshan Wang, Kristina Elizabeth Hawk, Ashok Joseph Theruvath, Sergios Gatidis, Xuerong Xiao, Allison Pribnow, Daniel Rubin, Heike E. Daldrup-Link

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

Comments This submission has been removed by arXiv administrators because the submitter did not have the right to assign the license at the time of submission

2204.11341 2022-04-26 eess.IV cs.CV cs.LG 87%

Deep Learning for Medical Image Registration: A Comprehensive Review

Subrato Bharati, M. Rubaiyat Hossain Mondal, Prajoy Podder, V. B. Surya Prasath

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 18 pages, 7 figures

Journal ref International Journal of Computer Information Systems and Industrial Management Applications (ISSN 2150-7988), Volume 14, pp. 173-190, 2022

2204.00631 2022-04-06 eess.IV cs.AI cs.CV cs.LG 87%

UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation

Ali Hatamizadeh, Ziyue Xu, Dong Yang, Wenqi Li, Holger Roth, Daguang 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

Comments Tech. report, 12 pages, 3 figures

2201.05373 2022-02-14 eess.IV cs.CV cs.LG 87%

A New Deep Hybrid Boosted and Ensemble Learning-based Brain Tumor Analysis using MRI

Mirza Mumtaz Zahoor, Shahzad Ahmad Qureshi, Saddam Hussain Khan, Asifullah Khan

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

Comments 26 pages, 9 figures, 8 tables

2201.06250 2022-01-19 eess.IV cs.CV cs.LG 87%

Improving Clinical Diagnosis Performance with Automated X-ray Scan Quality Enhancement Algorithms

Karthik K, Sowmya Kamath S

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

Comments Presented and Accepted in International Conference on Advances in Systems, Control and Computing (AISCC-2020) at Malaviya National Institute of Technology, Jaipur, India, February 27-28, 2020

Journal ref International Conference on Advances in Systems, Control and Computing (AISCC-2020) at Malaviya National Institute of Technology, Jaipur, India, February 27-28, 2020

2105.07962 2021-10-25 eess.IV cs.CV eess.SP 87%

DFENet: A Novel Dimension Fusion Edge Guided Network for Brain MRI Segmentation

Hritam Basak, Rukhshanda Hussain, Ajay Rana

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

Comments Submitted at SN Computer Science

2003.04696 2021-08-06 eess.IV cs.AI cs.CV cs.LG stat.ML 87%

TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning

Fernando Pérez-García, Rachel Sparks, Sébastien Ourselin

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 Published in Computer Methods and Programs in Biomedicine

Journal ref Computer Methods and Programs in Biomedicine (June 2021), p. 106236. ISSN: 0169-2607

2105.05318 2021-07-20 eess.IV cs.CV cs.LG 87%

GANs for Medical Image Synthesis: An Empirical Study

Youssef Skandarani, Pierre-Marc Jodoin, Alain Lalande

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

2106.15542 2021-07-05 cs.CV cs.LG eess.IV 87%

Uncertainty-Guided Progressive GANs for Medical Image Translation

Uddeshya Upadhyay, Yanbei Chen, Tobias Hepp, Sergios Gatidis, Zeynep Akata

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 2021, code is released here: https://github.com/ExplainableML/UncerGuidedI2I

2011.01118 2021-06-10 eess.IV cs.CV cs.LG 87%

U-Net and its variants for medical image segmentation: theory and applications

Nahian Siddique, Paheding Sidike, Colin Elkin, Vijay Devabhaktuni

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 42 pages, in IEEE Access

2006.13863 2021-04-15 eess.IV cs.CV cs.LG 87%

Feedback Graph Attention Convolutional Network for Medical Image Enhancement

Xiaobin Hu, Yanyang Yan, Wenqi Ren, Hongwei Li, Yu Zhao, Amirhossein Bayat, Bjoern Menze

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

Comments The description of the experiments is not accurate and complete, and some details of equations and expressions should be corrected

2103.06575 2021-03-12 eess.IV cs.CV cs.LG 87%

An unsupervised deep learning framework for medical image denoising

Swati Rai, Jignesh S. Bhatt, S. K. 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

Comments 22 pages, 7 figures, 4 tables

2103.05232 2021-03-10 cs.CV cs.CR cs.LG eess.IV 87%

Stabilized Medical Image Attacks

Gege Qi, Lijun Gong, Yibing Song, Kai Ma, Yefeng Zheng

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

Comments ICLR 2021 (Spotlight)

2102.08641 2021-02-18 cs.CV cs.LG eess.IV 87%

Coupled Feature Learning for Multimodal Medical Image Fusion

Farshad G. Veshki, Nora Ouzir, Sergiy A. Vorobyov, Esa Ollila

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

2101.07612 2021-01-20 eess.IV cs.CV cs.LG 87%

Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans

Abhishek Shivdeo, Rohit Lokwani, Viraj Kulkarni, Amit Kharat, Aniruddha Pant

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

Comments 9 pages

2007.13559 2020-10-13 cs.CV cs.LG eess.IV 87%

MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction

Changhee Han, Leonardo Rundo, Kohei Murao, Tomoyuki Noguchi, Yuki Shimahara, Zoltan Adam Milacski, Saori Koshino, Evis Sala, Hideki Nakayama, Shinichi Satoh

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

Comments 23 pages, 11 figures, submitted to BMC Bioinformatics. Extended version of arXiv:1906.06114

2009.08831 2020-09-21 eess.IV cs.CV cs.LG 87%

Fused Deep Convolutional Neural Network for Precision Diagnosis of COVID-19 Using Chest X-Ray Images

Hussin K. Ragb, Ian T. Dover, Redha Ali

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

Comments 9 Pages, 14 figures

1912.09395 2020-08-26 eess.IV cs.CV cs.LG stat.ML 87%

Neural Networks-based Regularization for Large-Scale Medical Image Reconstruction

Andreas Kofler, Markus Haltmeier, Tobias Schaeffter, Marc Kachelrieß, Marc Dewey, Christian Wald, Christoph Kolbitsch

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

2008.07030 2020-08-18 eess.IV cs.CV cs.LG 87%

Training CNN Classifiers for Semantic Segmentation using Partially Annotated Images: with Application on Human Thigh and Calf MRI

Chun Kit Wong, Stephanie Marchesseau, Maria Kalimeri, Tiang Siew Yap, Serena S. H. Teo, Lingaraj Krishna, Alfredo Franco-Obregón, Stacey K. H. Tay, Chin Meng Khoo, Philip T. H. Lee, Melvin K. S. Leow, John J. Totman, Mary C. Stephenson

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

Comments Submitted to IEEE Transactions on Medical Imaging (Special Issue on Annotation-Efficient Deep Learning for Medical Imaging)

2004.07407 2020-04-17 eess.IV cs.CV cs.LG 87%

Radiologist-Level COVID-19 Detection Using CT Scans with Detail-Oriented Capsule Networks

Aryan Mobiny, Pietro Antonio Cicalese, Samira Zare, Pengyu Yuan, Mohammadsajad Abavisani, Carol C. Wu, Jitesh Ahuja, Patricia M. de Groot, Hien Van Nguyen

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

2003.08818 2020-03-20 cs.CV cs.LG eess.IV 87%

Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls

Mengjiao Hu, Kang Sim, Juan Helen Zhou, Xudong Jiang, Cuntai Guan

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

Comments 4 PAGES

1909.03108 2019-09-16 eess.IV cs.CV cs.LG 87%

High Resolution Medical Image Analysis with Spatial Partitioning

Le Hou, Youlong Cheng, Noam Shazeer, Niki Parmar, Yeqing Li, Panagiotis Korfiatis, Travis M. Drucker, Daniel J. Blezek, Xiaodan Song

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

1901.10231 2019-01-30 eess.IV cs.CV cs.LG 87%

Detection of Alzheimers Disease from MRI using Convolutional Neural Networks, Exploring Transfer Learning And BellCNN

GuruRaj Awate

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

Comments IEEE Conference, Intended for non-technical audiences

2506.10230 2026-01-09 eess.IV cs.CV 87%

Leveraging Clinical Text and Class Conditioning for 3D Prostate MRI Generation

利用临床文本和类别条件化生成3D前列腺MRI

Emerson P. Grabke, Babak Taati, Masoom A. Haider

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

AI总结本文提出CCELLA方法，通过结合临床文本和类别条件化，提升3D前列腺MRI生成质量及下游分类器性能。

Comments Accepted for publication in IEEE Transactions on Biomedical Engineering, 2025. This is the accepted author version. The final published version is available at https://doi.org/10.1109/TBME.2025.3648426

2601.02409 2026-01-07 eess.IV cs.AI cs.CV 87%

Expert-Guided Explainable Few-Shot Learning with Active Sample Selection for Medical Image Analysis

专家引导的可解释少样本学习与主动样本选择用于医学图像分析

Longwei Wang, Ifrat Ikhtear Uddin, KC Santosh

机构 * AI Research, Department of Computer Science at University of South Dakota（AI研究、计算机科学系，南达科他大学）

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

AI总结本文提出专家引导的可解释少样本学习与主动样本选择方法，通过结合放射科定义的感兴趣区域和迭代样本获取，提升医学图像分析的准确性和可解释性。

Comments Accepted for publication in IEEE Journal of Biomedical and Health Informatics, 2025

2507.08952 2025-07-15 eess.IV cs.CV 87%

Interpretable Artificial Intelligence for Detecting Acute Heart Failure on Acute Chest CT Scans

Silas Nyboe Ørting, Kristina Miger, Anne Sophie Overgaard Olesen, Mikael Ploug Boesen, Michael Brun Andersen, Jens Petersen, Olav W. Nielsen, Marleen de Bruijne

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

Comments 34 pages, 11 figures, Submitted to "Radiology AI"

2302.03285 2023-02-08 eess.IV cs.CV 87%

Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation

Soham Bhosale, Arjun Krishna, Ge Wang, Klaus Mueller

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

Comments 17th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine(Fully3D Conference)

2212.09206 2022-12-20 eess.IV cs.CV 87%

Segmentation Ability Map: Interpret deep features for medical image segmentation

Sheng He, Yanfang Feng, P. Ellen Grant, Yangming Ou

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

Journal ref Medical Image Analysis, 2023

2209.14657 2022-09-30 eess.IV cs.CV 87%

Correlated Feature Aggregation by Region Helps Distinguish Aggressive from Indolent Clear Cell Renal Cell Carcinoma Subtypes on CT

Karin Stacke, Indrani Bhattacharya, Justin R. Tse, James D. Brooks, Geoffrey A. Sonn, Mirabela Rusu

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

Comments Submitted to Medical Image Analysis

2203.02106 2022-03-07 eess.IV cs.CV 87%

Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision

Xiangde Luo, Minhao Hu, Wenjun Liao, Shuwei Zhai, Tao Song, Guotai Wang, Shaoting Zhang

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

Comments 11 pages, 4 figures,code is available: https://github.com/HiLab-git/WSL4MIS.This is a comprehensive study about scribble-supervised medical image segmentation based on the ACDC dataset

1. 医学影像 22596 篇

Masked Co-attentional Transformer reconstructs 100x ultra-fast/low-dose whole-body PET from longitudinal images and anatomically guided MRI

Deep Learning for Medical Image Registration: A Comprehensive Review

UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation

A New Deep Hybrid Boosted and Ensemble Learning-based Brain Tumor Analysis using MRI

Improving Clinical Diagnosis Performance with Automated X-ray Scan Quality Enhancement Algorithms

DFENet: A Novel Dimension Fusion Edge Guided Network for Brain MRI Segmentation

TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning

GANs for Medical Image Synthesis: An Empirical Study

Uncertainty-Guided Progressive GANs for Medical Image Translation

U-Net and its variants for medical image segmentation: theory and applications

Feedback Graph Attention Convolutional Network for Medical Image Enhancement

An unsupervised deep learning framework for medical image denoising

Stabilized Medical Image Attacks

Coupled Feature Learning for Multimodal Medical Image Fusion

Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans

MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction

Fused Deep Convolutional Neural Network for Precision Diagnosis of COVID-19 Using Chest X-Ray Images

Neural Networks-based Regularization for Large-Scale Medical Image Reconstruction

Training CNN Classifiers for Semantic Segmentation using Partially Annotated Images: with Application on Human Thigh and Calf MRI

Radiologist-Level COVID-19 Detection Using CT Scans with Detail-Oriented Capsule Networks

Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls

High Resolution Medical Image Analysis with Spatial Partitioning

Detection of Alzheimers Disease from MRI using Convolutional Neural Networks, Exploring Transfer Learning And BellCNN

Leveraging Clinical Text and Class Conditioning for 3D Prostate MRI Generation

Expert-Guided Explainable Few-Shot Learning with Active Sample Selection for Medical Image Analysis

Interpretable Artificial Intelligence for Detecting Acute Heart Failure on Acute Chest CT Scans

Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation

Segmentation Ability Map: Interpret deep features for medical image segmentation

Correlated Feature Aggregation by Region Helps Distinguish Aggressive from Indolent Clear Cell Renal Cell Carcinoma Subtypes on CT

Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision