医学 AI - arXivDaily 专题

2210.05073 2022-10-12 eess.IV cs.CV cs.LG 87%

Self-supervised Model Based on Masked Autoencoders Advance CT Scans Classification

Jiashu Xu, Sergii Stirenko

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

Journal ref I.J. Image, Graphics and Signal Processing 2022

2111.12215 2022-08-23 eess.IV cs.CV cs.LG 87%

Explainable multiple abnormality classification of chest CT volumes

Rachel Lea Draelos, Lawrence Carin

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

Comments Published in Artificial Intelligence in Medicine, 2022. 8 figures, 7 tables

Journal ref Artificial Intelligence in Medicine, August 2022

2207.12218 2022-07-26 eess.IV cs.CV cs.LG 87%

Cov3d: Detection of the presence and severity of COVID-19 from CT scans using 3D ResNets

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 10 pages, 2 figures, conference

2207.11225 2022-07-25 eess.IV cs.CV cs.LG 87%

Large-Kernel Attention for 3D Medical Image Segmentation

Hao Li, Yang Nan, Javier Del Ser, Guang Yang

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, 5 figures, submitted to Cognitive Computation

2207.01868 2022-07-07 eess.IV cs.CV cs.LG 87%

Bayesian approaches for Quantifying Clinicians' Variability in Medical Image Quantification

Jaeik Jeon, Yeonggul Jang, Youngtaek Hong, Hackjoon Shim, Sekeun Kim

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 Interpretable Machine Learning in Healthcare

2207.01345 2022-07-05 eess.IV cs.CV cs.LG 87%

Multi-scale alignment and Spatial ROI Module for COVID-19 Diagnosis

Hongyan Xu, Dadong Wang, Arcot Sowmya

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, 7 figures, this paper has been accepted by WCCI 2022

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

1. 医学影像 22681 篇

Self-supervised Model Based on Masked Autoencoders Advance CT Scans Classification

Explainable multiple abnormality classification of chest CT volumes

Cov3d: Detection of the presence and severity of COVID-19 from CT scans using 3D ResNets

Large-Kernel Attention for 3D Medical Image Segmentation

Bayesian approaches for Quantifying Clinicians' Variability in Medical Image Quantification

Multi-scale alignment and Spatial ROI Module for COVID-19 Diagnosis

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