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IGU-Aug: Information-Guided Unsupervised Augmentation and Pixel-Wise Contrastive Learning for Medical Image Analysis 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 1, 页码: 154-164
作者:  Quan, Quan;  Yao, Qingsong;  Zhu, Heqin;  Zhou, S. Kevin
收藏  |  浏览/下载:5/0  |  提交时间:2025/06/25
Contrastive learning  Task analysis  Data augmentation  Semantics  Training  Feature extraction  Image segmentation  data augmentation  few-shot learning  landmark detection  segmentation  
Addressing fairness issues in deep learning-based medical image analysis: a systematic review 期刊论文
NPJ DIGITAL MEDICINE, 2024, 卷号: 7, 期号: 1, 页码: 16
作者:  Xu, Zikang;  Li, Jun;  Yao, Qingsong;  Li, Han;  Zhao, Mingyue;  Zhou, S. Kevin
收藏  |  浏览/下载:17/0  |  提交时间:2024/12/06
Which images to label for few-shot medical image analysis? 期刊论文
MEDICAL IMAGE ANALYSIS, 2024, 卷号: 96, 页码: 12
作者:  Quan, Quan;  Yao, Qingsong;  Zhu, Heqin;  Wang, Qiyuan;  Zhou, S. Kevin
收藏  |  浏览/下载:17/0  |  提交时间:2024/12/06
Few-shot  Contrastive learning  Augmentation  
Adversarial Medical Image With Hierarchical Feature Hiding 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2024, 卷号: 43, 期号: 4, 页码: 1296-1307
作者:  Yao, Qingsong;  He, Zecheng;  Li, Yuexiang;  Lin, Yi;  Ma, Kai;  Zheng, Yefeng;  Zhou, S. Kevin
收藏  |  浏览/下载:12/0  |  提交时间:2024/12/06
Security in machine learning  adversarial attacks and defense