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Author

Chun-Xiang Wang

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Preprint Sep 2026

TC-ADA: One-Shot Active Domain Adaptation for Semantic Segmentation

Manual dense annotation remains a major obstacle to deploying semantic segmentation models in new driving environments. Active domain adaptation (ADA) seeks label-efficient transfer by annotating only a selected portion of the target domain. Existing ADA methods commonly implement this process through multiple rounds o...

Wei-Hao Yan, Ye-Qiang Qian, Yue-Yuan Li et al. · 0 citations
Aug 2026

Digging into Monocular Texture-Scale Feature Fusion for Optical Flow and Optical Expansion Estimation.

Visual perception in dynamic scenes is a crucial task in the fields of computer vision and autonomous driving. In this paper, we focus on monocular optical flow and expansion estimation. Optical flow describes the positional changes of pixels between two frames, while optical expansion describes local image-scale chang...

Changlin Li, Ye-Qiang Qian, Chun-Xiang Wang et al. · 0 citations

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