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Histopathological bladder cancer gene mutation prediction with hierarchical deep multiple-instance learning 期刊论文
MEDICAL IMAGE ANALYSIS, 2023, 卷号: 87, 页码: 13
作者:  Yan, Rui;  Shen, Yijun;  Zhang, Xueyuan;  Xu, Peihang;  Wang, Jun;  Li, Jintao;  Ren, Fei;  Ye, Dingwei;  Zhou, S. Kevin
收藏  |  浏览/下载:8/0  |  提交时间:2023/12/04
Bladder cancer  Contrastive learning  Gene mutation prediction  Histopathological image analysis  Multiple instance learning  
Semi-Supervised CT Lesion Segmentation Using Uncertainty-Based Data Pairing and SwapMix 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 5, 页码: 1546-1562
作者:  Qiao, Pengchong;  Li, Han;  Song, Guoli;  Han, Hu;  Gao, Zhiqiang;  Tian, Yonghong;  Liang, Yongsheng;  Li, Xi;  Zhou, S. Kevin;  Chen, Jie
收藏  |  浏览/下载:7/0  |  提交时间:2023/12/04
Lesions  Image segmentation  Computed tomography  Uncertainty  Training  Predictive models  Data models  Semi-supervised learning  lesion segmentation  unreliable pseudo labels  
LE-UDA: Label-Efficient Unsupervised Domain Adaptation for Medical Image Segmentation 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 3, 页码: 633-646
作者:  Zhao, Ziyuan;  Zhou, Fangcheng;  Xu, Kaixin;  Zeng, Zeng;  Guan, Cuntai;  Zhou, S. Kevin
收藏  |  浏览/下载:7/0  |  提交时间:2023/12/04
Image segmentation  Adaptation models  Biomedical imaging  Annotations  Adversarial machine learning  Magnetic resonance imaging  Training  Unsupervised domain adaptation  medical image segmentation  cross-modality learning  semi-supervised learning  adversarial learning  
Self-supervised learning assisted diagnosis for mitral regurgitation severity classification based on color Doppler echocardiography 期刊论文
ANNALS OF TRANSLATIONAL MEDICINE, 2021, 页码: 14
作者:  Yang, Feifei;  Zhu, Jiuwen;  Wang, Junfeng;  Zhang, Liwei;  Wang, Wenjun;  Chen, Xu;  Lin, Xixiang;  Wang, Qiushuang;  Burkhoff, Daniel;  Zhou, S. Kevin;  He, Kunlun
收藏  |  浏览/下载:32/0  |  提交时间:2022/06/21
Mitral regurgitation (MR)  self-supervised learning (SSL)  color Doppler echocardiography  mitral regurgitation grading (MR grading)  
Semi-Supervised Natural Face De-Occlusion 期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2021, 卷号: 16, 页码: 1044-1057
作者:  Cai, Jiancheng;  Han, Hu;  Cui, Jiyun;  Chen, Jie;  Liu, Li;  Zhou, S. Kevin
收藏  |  浏览/下载:36/0  |  提交时间:2021/12/01
Faces  Face recognition  Generators  Training  Task analysis  Shape  Annotations  Natural face de-occlusion  occlusion-aware  generative adversarial networks  alternating training  
Rubik's Cube plus : A self-supervised feature learning framework for 3D medical image analysis 期刊论文
MEDICAL IMAGE ANALYSIS, 2020, 卷号: 64, 页码: 11
作者:  Zhu, Jiuwen;  Li, Yuexiang;  Hu, Yifan;  Ma, Kai;  Zhou, S. Kevin;  Zheng, Yefeng
收藏  |  浏览/下载:54/0  |  提交时间:2020/12/10
Self-supervised learning  3D Medical imaging data  Rubik's cube recovery  
ADN: Artifact Disentanglement Network for Unsupervised Metal Artifact Reduction 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2020, 卷号: 39, 期号: 3, 页码: 634-643
作者:  Liao, Haofu;  Lin, Wei-An;  Zhou, S. Kevin;  Luo, Jiebo
收藏  |  浏览/下载:44/0  |  提交时间:2020/12/10
Metals  Computed tomography  Decoding  Mars  X-ray imaging  Image reconstruction  Training  Image enhancement  restoration (noise and artifact reduction)  neural network  X-ray imaging  computed tomography