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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  
Inductive State-Relabeling Adversarial Active Learning With Heuristic Clique Rescaling 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 12, 页码: 9780-9796
作者:  Zhang, Beichen;  Li, Liang;  Wang, Shuhui;  Cai, Shaofei;  Zha, Zheng-Jun;  Tian, Qi;  Huang, Qingming
收藏  |  浏览/下载：5/0  |  提交时间：2025/06/25
Active learning  adversarial learning  state relabeling  contrastive learning  data diversity  
Toward Generalized Multistage Clustering: Multiview Self-Distillation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 页码: 14
作者:  Wang, Jiatai;  Xu, Zhiwei;  Wang, Xin;  Li, Tao
收藏  |  浏览/下载：9/0  |  提交时间：2025/06/25
Semantics  Feature extraction  Contrastive learning  Mutual information  Clustering methods  Representation learning  Computational modeling  Training  Knowledge engineering  Predictive models  Hierarchical contrastive learning  multistage clustering  multiview self-distillation  mutual information between views  
COMICS: End-to-End Bi-Grained Contrastive Learning for Multi-Face Forgery Detection 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2024, 卷号: 34, 期号: 10, 页码: 10223-10236
作者:  Zhang, Cong;  Qi, Honggang;  Wang, Shuhui;  Li, Yuezun;  Lyu, Siwei
收藏  |  浏览/下载：17/0  |  提交时间：2024/12/06
Face recognition  Forgery  Feature extraction  Proposals  Object detection  Faces  Generators  DeepFake  multi-face forgery detection  contrastive learning  fine-grained feature learning  
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  
Modality Consistency-Guided Contrastive Learning for Wearable-Based Human Activity Recognition 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2024, 卷号: 11, 期号: 12, 页码: 21750-21762
作者:  Guo, Changru;  Zhang, Yingwei;  Chen, Yiqiang;  Xu, Chenyang;  Wang, Zhong
收藏  |  浏览/下载：18/0  |  提交时间：2024/12/06
Human activity recognition  Self-supervised learning  Task analysis  Data models  Time series analysis  Internet of Things  Face recognition  Contrastive learning (CL)  human activity recognition (HAR)  intermodality  intramodality  self-supervised  
STWave+: A Multi-Scale Efficient Spectral Graph Attention Network With Long-Term Trends for Disentangled Traffic Flow Forecasting 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 6, 页码: 2671-2685
作者:  Fang, Yuchen;  Qin, Yanjun;  Luo, Haiyong;  Zhao, Fang;  Zheng, Kai
收藏  |  浏览/下载：23/0  |  提交时间：2024/12/06
Market research  Forecasting  Roads  Time series analysis  Sensors  Correlation  Encoding  Contrastive learning  graph attention network  spatio-temporal data  traffic forecasting  
Towards generalizable Graph Contrastive Learning: An information theory perspective 期刊论文
NEURAL NETWORKS, 2024, 卷号: 172, 页码: 17
作者:  Yuan, Yige;  Xu, Bingbing;  Shen, Huawei;  Cao, Qi;  Cen, Keting;  Zheng, Wen;  Cheng, Xueqi
收藏  |  浏览/下载：23/0  |  提交时间：2024/05/20
Graph Contrastive Learning  Generalization  Information theory  
ComCo: Complementary supervised contrastive learning for complementary label learning 期刊论文
NEURAL NETWORKS, 2024, 卷号: 169, 页码: 44-56
作者:  Jiang, Haoran;  Sun, Zhihao;  Tian, Yingjie
收藏  |  浏览/下载：24/0  |  提交时间：2024/05/20
Complementary label learning  Weakly supervised learning  Contrastive learning  Machine learning  Representation learning  
DyTSCL: Dynamic graph representation via tempo-structural contrastive learning 期刊论文
NEUROCOMPUTING, 2023, 卷号: 556, 页码: 8
作者:  Li, Jianian;  Bao, Peng;  Yan, Rong;  Shen, Huawei
收藏  |  浏览/下载：32/0  |  提交时间：2023/12/04
Graph representation learning  Contrastive learning  Dynamic graph  Tempo-structural information