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Representative Task Self-Selection for Flexible Clustered Lifelong Learning 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 页码: 1-15
Authors:  Sun G(孙干);  Cong Y(丛杨);  Wang QQ(王倩倩);  Zhong BN(钟必能);  Fu Y(付昀)
Adobe PDF(4768Kb)  |  Favorite  |  View/Download:27/2  |  Submit date:2021/01/17
Clustering analysis  lifelong machine learning  multitask learning (MTL)  transfer learning  
Continual Multiview Task Learning via Deep Matrix Factorization 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 卷号: 32, 期号: 1, 页码: 139-150
Authors:  Sun G(孙干);  Cong Y(丛杨);  Zhang, Yulun;  Zhao GS(赵国帅);  Fu Y(付昀)
Adobe PDF(2443Kb)  |  Favorite  |  View/Download:20/1  |  Submit date:2021/01/24
Deep matrix factorization  lifelong machine learning  multiview learning  sparse subspace learning  
光学与超声图像复原方法研究 学位论文
博士, 沈阳: 中国科学院沈阳自动化研究所, 2020
Authors:  刘鹏飞
Adobe PDF(5122Kb)  |  Favorite  |  View/Download:49/9  |  Submit date:2020/12/18
图像去模糊  高光谱重建  卷积神经网络  特征金字塔  特征迁移  
Fast Multi-View Outlier Detection via Deep Encoder 期刊论文
IEEE Transactions on Big Data, 2020, 页码: 1-11
Authors:  Hou DD(侯冬冬);  Cong Y(丛杨);  Sun G(孙干);  Dong JH(董家华);  Li, Jun;  Li, Kai
Adobe PDF(15289Kb)  |  Favorite  |  View/Download:74/13  |  Submit date:2020/07/18
Outlier detection  Multiple views  Large-scale dataset  Deep encoder  
Model-Based Deep Network for Single Image Deraining 期刊论文
IEEE Access, 2020, 卷号: 8, 页码: 14036-14047
Authors:  Li PY(李鹏越);  Tian JD(田建东);  Tang YD(唐延东);  Wang GL(王国霖);  Wu CD(吴成东)
Adobe PDF(8671Kb)  |  Favorite  |  View/Download:144/35  |  Submit date:2020/03/08
Rain removal  nonlinear rain model  channel attention U-DenseNet  residual dense block  image restoration  
基于在线学习的多任务方法研究 学位论文
博士, 沈阳: 中国科学院沈阳自动化研究所, 2019
Authors:  孙干
Adobe PDF(3657Kb)  |  Favorite  |  View/Download:146/40  |  Submit date:2019/12/12
终身机器学习  多任务学习  在线学习  度量学习  迁移学习  
面向O2O的潜在客户识别的研究与应用 学位论文
硕士, 沈阳: 中国科学院沈阳自动化研究所, 2019
Authors:  翟鹏华
Adobe PDF(1128Kb)  |  Favorite  |  View/Download:65/2  |  Submit date:2019/07/14
潜在客户  O2O  随机森林  加权投票  
Speedup 3-D Texture-Less Object Recognition Against Self-Occlusion for Intelligent Manufacturing 期刊论文
IEEE Transactions on Cybernetics, 2019, 卷号: 49, 期号: 11, 页码: 3887-3897
Authors:  Cong Y(丛杨);  Tian DY(田冬英);  Feng Y(冯云);  Fan BJ(范保杰);  Yu HB(于海斌)
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Hough voting  hypothesis generation  k-d tree  local reference frame (LRF)  object recognition  pose estimation  
Lifelong Metric Learning 期刊论文
IEEE Transactions on Cybernetics, 2019, 卷号: 49, 期号: 8, 页码: 3168-3179
Authors:  Sun G(孙干);  Cong Y(丛杨);  Liu J(刘霁);  Liu LQ(刘连庆);  Xu XW(徐晓伟);  Yu HB(于海斌)
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Lifelong Learning  Metric Learning  Multi-task Learning  Low-rank Subspace  
Anomaly detection via adaptive greedy model 期刊论文
Neurocomputing, 2019, 卷号: 330, 页码: 369-379
Authors:  Hou DD(侯冬冬);  Cong Y(丛杨);  Sun G(孙干);  Liu J(刘霁);  Xu XW(徐晓伟)
Adobe PDF(2529Kb)  |  Favorite  |  View/Download:286/46  |  Submit date:2018/12/16
Anomaly detection  Dictionary selection  Forward–backward greedy algorithm  ℓ0 norm  ℓ2,0 norm