Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Binhui Xie

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning


Nov 24, 2021
Binhui Xie, Kejia Yin, Shuang Li, Xinjing Chen

* 15 pages; The code is publicly available at https://github.com/BinhuiXie/SPCL 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions