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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:30/2  |  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:22/1  |  Submit date:2021/01/24
Deep matrix factorization  lifelong machine learning  multiview learning  sparse subspace learning  
What and How: Generalized Lifelong Spectral Clustering via Dual Memory 期刊论文
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021, 页码: 1-13
Authors:  Sun G(孙干);  Cong Y(丛杨);  Dong JH(董家华);  Liu YY(刘宇阳);  Ding ZM(丁正明);  Yu HB(于海斌)
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Lifelong Machine Learning  Spectral Clustering  Deep Transfer Learning  Neural Networks  
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:75/13  |  Submit date:2020/07/18
Outlier detection  Multiple views  Large-scale dataset  Deep encoder  
Weakly-Supervised Cross-Domain Adaptation for Endoscopic Lesions Segmentation 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2020, 页码: 1-14
Authors:  Dong JH(董家华);  Cong Y(丛杨);  Sun G(孙干);  Yang YS(杨云生);  Xu XW(徐晓伟);  Ding ZM(丁正明)
Adobe PDF(4276Kb)  |  Favorite  |  View/Download:71/9  |  Submit date:2020/10/24
Weakly-supervised learning  endoscopic lesions segmentation  semantic knowledge transfer  domain adaptation  
Three Birds, One Stone: Unified Laser-based 3D Reconstruction across Different Media 期刊论文
IEEE Transactions on Instrumentation and Measurement, 2020, 卷号: 2020, 页码: 1-12
Authors:  Gu CJ(古长军);  Cong Y(丛杨);  Sun G(孙干)
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Underwater Vision  Laser-based Scanner  Pose Optimization  Refractive Geometry Calibration  Underwater Refractive 3D Reconstruction  
Visual Tactile Fusion Object Clustering 会议论文
Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20), New York, February 7-12, 2020
Authors:  Zhang T(张涛);  Cong Y(丛杨);  Sun G(孙干);  Wang QQ(王倩倩);  Ding ZM(丁正明)
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What Can Be Transferred: Unsupervised Domain Adaptation for Endoscopic Lesions Segmentation 会议论文
2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, USA, June 13-19, 2020
Authors:  Dong JH(董家华);  Cong Y(丛杨);  Sun G(孙干);  Zhong BN(钟必能);  Xu XW(徐晓伟)
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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)
Adobe PDF(1858Kb)  |  Favorite  |  View/Download:316/81  |  Submit date:2018/07/31
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:287/46  |  Submit date:2018/12/16
Anomaly detection  Dictionary selection  Forward–backward greedy algorithm  ℓ0 norm  ℓ2,0 norm