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Active Learning for Domain Adaptation: An Energy-based Approach



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



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

* 18 pages 

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Semantic Distribution-aware Contrastive Adaptation for Semantic Segmentation



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



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

* Accepted at CVPR 2021 

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AutoTrajectory: Label-free Trajectory Extraction and Prediction from Videos using Dynamic Points



Yuexin Ma , Xinge ZHU , Xinjing Cheng , Ruigang Yang , Jiming Liu , Dinesh Manocha

* ECCV 2020 

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ODE-CNN: Omnidirectional Depth Extension Networks



Xinjing Cheng , Peng Wang , Yanqi Zhou , Chenye Guan , Ruigang Yang

* Accepted by ICRA 2020, 7 pages, 5 figures 

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CSPN++: Learning Context and Resource Aware Convolutional Spatial Propagation Networks for Depth Completion



Xinjing Cheng , Peng Wang , Chenye Guan , Ruigang Yang

* Camera Ready Version. Accepted by AAAI 2020 

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