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LegoDNN: Block-grained Scaling of Deep Neural Networks for Mobile Vision


Dec 18, 2021
Rui Han, Qinglong Zhang, Chi Harold Liu, Guoren Wang, Jian Tang, Lydia Y. Chen

* In MobiCom'21, pages 406-419, 2021. ACM 
* 13 pages, 15 figures 

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Pareto Domain Adaptation


Dec 09, 2021
Fangrui Lv, Jian Liang, Kaixiong Gong, Shuang Li, Chi Harold Liu, Han Li, Di Liu, Guoren Wang

* Accepted in NeurIPS 2021 

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Active Learning for Domain Adaptation: An Energy-based Approach


Dec 08, 2021
Binhui Xie, Longhui Yuan, Shuang Li, Chi Harold Liu, Xinjing Cheng, Guoren Wang

* Accepted by AAAI 2022. Code is available at https://github.com/BIT-DA/EADA 

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Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation


Nov 25, 2021
Wenxuan Ma, Jinming Zhang, Shuang Li, Chi Harold Liu, Yulin Wang, Wei Li


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Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation


Nov 25, 2021
Binhui Xie, Longhui Yuan, Shuang Li, Chi Harold Liu, Xinjing Cheng

* 18 pages 

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Semantic Concentration for Domain Adaptation


Aug 12, 2021
Shuang Li, Mixue Xie, Fangrui Lv, Chi Harold Liu, Jian Liang, Chen Qin, Wei Li

* Accepted by ICCV 2021 

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I2V-GAN: Unpaired Infrared-to-Visible Video Translation


Aug 04, 2021
Shuang Li, Bingfeng Han, Zhenjie Yu, Chi Harold Liu, Kai Chen, Shuigen Wang

* Accepted at ACM MM 2021 

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Semantic Distribution-aware Contrastive Adaptation for Semantic Segmentation


May 11, 2021
Shuang Li, Binhui Xie, Bin Zang, Chi Harold Liu, Xinjing Cheng, Ruigang Yang, Guoren Wang

* 15 pages 

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MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition


Apr 07, 2021
Shuang Li, Kaixiong Gong, Chi Harold Liu, Yulin Wang, Feng Qiao, Xinjing Cheng

* Accepted at CVPR 2021 

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Dynamic Domain Adaptation for Efficient Inference


Mar 26, 2021
Shuang Li, Jinming Zhang, Wenxuan Ma, Chi Harold Liu, Wei Li

* Accepted by CVPR 2021 

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Transferable Semantic Augmentation for Domain Adaptation


Mar 23, 2021
Shuang Li, Mixue Xie, Kaixiong Gong, Chi Harold Liu, Yulin Wang, Wei Li

* Accepted as CVPR 2021. The code is publicly available at https://github.com/BIT-DA/TSA 

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Generalized Domain Conditioned Adaptation Network


Mar 23, 2021
Shuang Li, Binhui Xie, Qiuxia Lin, Chi Harold Liu, Gao Huang, Guoren Wang

* Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI). Journal version of arXiv:2005.06717 (AAAI 2020). Code is available at https://github.com/BIT-DA/GDCAN 

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Bi-Classifier Determinacy Maximization for Unsupervised Domain Adaptation


Dec 13, 2020
Shuang Li, Fangrui Lv, Binhui Xie, Chi Harold Liu, Jian Liang, Chen Qin

* Accepted as AAAI 2021. The code is publicly available at https://github.com/BIT-DA/BCDM 

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Simultaneous Semantic Alignment Network for Heterogeneous Domain Adaptation


Aug 05, 2020
Shuang Li, Binhui Xie, Jiashu Wu, Ying Zhao, Chi Harold Liu, Zhengming Ding

* Accepted at ACM MM 2020 

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Domain Conditioned Adaptation Network


May 14, 2020
Shuang Li, Chi Harold Liu, Qiuxia Lin, Binhui Xie, Zhengming Ding, Gao Huang, Jian Tang

* Accepted by AAAI 2020 

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Deep Residual Correction Network for Partial Domain Adaptation


Apr 10, 2020
Shuang Li, Chi Harold Liu, Qiuxia Lin, Qi Wen, Limin Su, Gao Huang, Zhengming Ding

* Accepted by T-PAMI, 2020 

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Experience-driven Networking: A Deep Reinforcement Learning based Approach


Jan 17, 2018
Zhiyuan Xu, Jian Tang, Jingsong Meng, Weiyi Zhang, Yanzhi Wang, Chi Harold Liu, Dejun Yang

* 9 pages, 12 figures, paper is accepted as a conference paper at IEEE Infocom 2018 

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