Towards Stable Test-Time Adaptation in Dynamic Wild World

Test-time adaptation (TTA) has shown to be effective at tackling distribution shifts between training and testing data by adapting a given model on test samples. However, the online model updating of TTA may be unstable and this is often a key obstacle preventing existing TTA methods from being depl...

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Veröffentlicht in:	arXiv.org 2023-02
Hauptverfasser:	Niu, Shuaicheng, Wu, Jiaxiang, Zhang, Yifan, Wen, Zhiquan, Chen, Yaofo, Zhao, Peilin, Tan, Mingkui
Format:	Artikel
Sprache:	eng
Schlagworte:	Adaptation Model testing Model updating Norms Testing time
Online-Zugang:	Volltext
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