Binhui Xie

Joint Adversarial Domain Adaptation

2019

Domain adaptation aims to transfer the enriched label knowledge from large amounts of source data to unlabeled target data. It has raised significant interest in multimedia analysis. Existing researches mainly focus on learning domain-wise transferable …

Generalized Robust Test-Time Adaptation in Continuous Dynamic Scenarios

2023 · arXiv (Cornell University)

Test-time adaptation (TTA) adapts the pre-trained models to test distributions during the inference phase exclusively employing unlabeled test data streams, which holds great value for the deployment of models in real-world applications. Numerous studies have …