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On Deep Unsupervised Active Learning

Jul 28, 2020
Changsheng Li, Handong Ma, Zhao Kang, Ye Yuan, Xiao-Yu Zhang, Guoren Wang

* Accepted by IJCAI 2020 

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Reconstruction Regularized Deep Metric Learning for Multi-label Image Classification

Jul 27, 2020
Changsheng Li, Chong Liu, Lixin Duan, Peng Gao, Kai Zheng

* Accepted by IEEE TNNLS 

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AdapNet: Adaptability Decomposing Encoder-Decoder Network for Weakly Supervised Action Recognition and Localization

Nov 27, 2019
Xiao-Yu Zhang, Changsheng Li, Haichao Shi, Xiaobin Zhu, Peng Li, Jing Dong


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Similarity Learning via Kernel Preserving Embedding

Mar 11, 2019
Zhao Kang, Yiwei Lu, Yuanzhang Su, Changsheng Li, Zenglin Xu

* Published in AAAI 2019 

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Learning Transferable Self-attentive Representations for Action Recognition in Untrimmed Videos with Weak Supervision

Feb 20, 2019
Xiao-Yu Zhang, Haichao Shi, Changsheng Li, Kai Zheng, Xiaobin Zhu, Lixin Duan


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Joint Active Learning with Feature Selection via CUR Matrix Decomposition

Sep 09, 2018
Changsheng Li, Xiangfeng Wang, Weishan Dong, Junchi Yan, Qingshan Liu, Hongyuan Zha

* Accepted by T-PAMI 

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Max-Margin based Discriminative Feature Learning

Apr 03, 2017
Changsheng Li, Qingshan Liu, Weishan Dong, Xin Zhang, Lin Yang

* Accepted by IEEE TNNLS 

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Self-Paced Multi-Task Learning

Apr 03, 2017
Changsheng Li, Junchi Yan, Fan Wei, Weishan Dong, Qingshan Liu, Hongyuan Zha


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Autoencoder Regularized Network For Driving Style Representation Learning

Jan 05, 2017
Weishan Dong, Ting Yuan, Kai Yang, Changsheng Li, Shilei Zhang


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Characterizing Driving Styles with Deep Learning

Oct 08, 2016
Weishan Dong, Jian Li, Renjie Yao, Changsheng Li, Ting Yuan, Lanjun Wang


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A Self-Paced Regularization Framework for Multi-Label Learning

Apr 06, 2016
Changsheng Li, Fan Wei, Junchi Yan, Weishan Dong, Qingshan Liu, Xiaoyu Zhang, Hongyuan Zha


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Dynamic Structure Embedded Online Multiple-Output Regression for Stream Data

Sep 08, 2015
Changsheng Li, Fan Wei, Weishan Dong, Qingshan Liu, Xiangfeng Wang, Xin Zhang


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