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Pre-training in Medical Data: A Survey 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 2, 页码: 147-149
作者:  Yixuan Qiu;  Feng Lin;  Weitong Chen;  Miao Xu
Adobe PDF(2262Kb)  |  收藏  |  浏览/下载：9/4  |  提交时间：2024/04/23
Medical data  pre-training  transfer learning  self-supervised learning  medical image data  electrocardiograms (ECG) data  
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 4, 页码: 483-513
作者:  Wei-Chien Wang;  Euijoon Ahn;  Dagan Feng;  Jinman Kim
Adobe PDF(2691Kb)  |  收藏  |  浏览/下载：11/5  |  提交时间：2024/04/23
Self-supervised learning (SSL), contrastive learning, deep learning, medical image analysis, computer vision  
Federated Learning on Multimodal Data: A Comprehensive Survey 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 4, 页码: 539-553
作者:  Yi-Ming Lin;   Yuan Gao;  Mao-Guo Gong;  Si-Jia Zhang;  Yuan-Qiao Zhang;  Zhi-Yuan Li
Adobe PDF(1253Kb)  |  收藏  |  浏览/下载：11/5  |  提交时间：2024/04/23
Federated learning, multimodal learning, heterogeneous data, edge computing, collaborative learning  
Machine Learning in Lung Cancer Radiomics 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 6, 页码: 753-782
作者:  Jiaqi Li;  Zhuofeng Li;  Lei Wei;  Xuegong Zhang
Adobe PDF(7595Kb)  |  收藏  |  浏览/下载：8/2  |  提交时间：2024/04/23
Machine learning, lung cancer, radiomics, medical image, clinical application  
Glaucoma Detection with Retinal Fundus Images Using Segmentation and Classification 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 6, 页码: 563-580
作者:  Thisara Shyamalee;  Dulani Meedeniya
Adobe PDF(3581Kb)  |  收藏  |  浏览/下载：4/2  |  提交时间：2024/04/23
Attention U-Net  segmentation  classification  Inception-v3  visual geometry group 19 (VGG19)  residual neural network 50 (ResNet50)  glaucoma  fundus images  
Weakly Correlated Knowledge Integration for Few-shot Image Classification 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 1, 页码: 24-37
作者:  Chun Yang;  Chang Liu;  Xu-Cheng Yin
Adobe PDF(1133Kb)  |  收藏  |  浏览/下载：13/4  |  提交时间：2024/04/23
Computer vision  pattern recognition  knowledge refinement and reuse  neural networks  machine vision