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Federated Data Quality Assessment Approach: Robust Learning With Mixed Label Noise 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 15
作者:  Zeng, Bixiao;  Yang, Xiaodong;  Chen, Yiqiang;  Yu, Hanchao;  Hu, Chunyu;  Zhang, Yingwei
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Noise measurement  Servers  Task analysis  Adaptation models  Data models  Data integrity  Computers  Data quality assessment  federated learning (FL)  noise-robust algorithm  
Generalizing to Unseen Domains: A Survey on Domain Generalization 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 8, 页码: 8052-8072
作者:  Wang, Jindong;  Lan, Cuiling;  Liu, Chang;  Ouyang, Yidong;  Qin, Tao;  Lu, Wang;  Chen, Yiqiang;  Zeng, Wenjun;  Yu, Philip S.
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Domain generalization  domain adaptation  transfer learning  out-of-distribution generalization  
MetaFed: Federated Learning Among Federations With Cyclic Knowledge Distillation for Personalized Healthcare 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 页码: 12
作者:  Chen, Yiqiang;  Lu, Wang;  Qin, Xin;  Wang, Jindong;  Xie, Xing
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Federated learning (FL)  healthcare  knowledge distillation (KD)  personalization  transfer learning  
Two-step hierarchical neural network for classification of dry age-related macular degeneration using optical coherence tomography images 期刊论文
FRONTIERS IN MEDICINE, 2023, 卷号: 10, 页码: 12
作者:  Hu, Min;  Wu, Bin;  Lu, Di;  Xie, Jing;  Chen, Yiqiang;  Yang, Zhikuan;  Dai, Weiwei
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
optical coherence tomography (OCT)  age-related macular degeneration (AMD)  nascent geographic atrophy (nGA)  convolutional neural network (CNN)  deep learning  
GLIM-Net: Chronic Glaucoma Forecast Transformer for Irregularly Sampled Sequential Fundus Images 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 6, 页码: 1875-1884
作者:  Hu, Xiaoyan;  Zhang, Ling-Xiao;  Gao, Lin;  Dai, Weiwei;  Han, Xiaoguang;  Lai, Yu-Kun;  Chen, Yiqiang
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Transformers  Feature extraction  Predictive models  Image segmentation  Deep learning  Biomedical imaging  Task analysis  Glaucoma forecast  transformer  attention mechanism  fundus image  
Bi-STAN: bilinear spatial-temporal attention network for wearable human activity recognition 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2023, 页码: 17
作者:  Gao, Chenlong;  Chen, Yiqiang;  Jiang, Xinlong;  Hu, Lisha;  Zhao, Zhicheng;  Zhang, Yuxin
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
Human activity recognition  Spatial-temporal attention  Bilinear pooling  Low-redundancy  
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 2, 页码: 2118-2132
作者:  Zhang, Yuxin;  Chen, Yiqiang;  Wang, Jindong;  Pan, Zhiwen
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
Anomaly detection  Predictive models  Data models  Autoregressive processes  Image reconstruction  Forecasting  Computational modeling  Unsupervised anomaly detection  multi-sensor time series  convolutional autoencoder  attention based BiLSTM  
Iterative Self-Training Based Domain Adaptation for Cross-User sEMG Gesture Recognition 期刊论文
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2023, 卷号: 31, 页码: 2974-2987
作者:  Wang, Kang;  Chen, Yiqiang;  Zhang, Yingwei;  Yang, Xiaodong;  Hu, Chunyu
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Surface electromyography  gesture recognition  cross-user  domain adaptation  semi-supervised learning  
Smart Decision-Support System for Pig Farming 期刊论文
DRONES, 2022, 卷号: 6, 期号: 12, 页码: 13
作者:  Wang, Hao;  Li, Boyang;  Zhong, Haoming;  Xu, Ahong;  Huang, Yingjie;  Zou, Jingfu;  Chen, Yuanyuan;  Wu, Pengcheng;  Chen, Yiqiang;  Leung, Cyril;  Miao, Chunyan
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
smart agriculture  pig farming  
CLC: A Consensus-based Label Correction Approach in Federated Learning 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2022, 卷号: 13, 期号: 5, 页码: 23
作者:  Zeng, Bixiao;  Yang, Xiaodong;  Chen, Yiqiang;  Yu, Hanchao;  Zhang, Yingwei
收藏  |  浏览/下载：14/0  |  提交时间：2023/07/12
Federated learning  data evaluation  consensus mechanism