Test-Time Adaptation via Dual Distillation for Videos Under Severe Distribution Shifts
The proposed Test-time Adaptation via Dual Distillation (TADD), an online adaptation framework that relies on a lightweight projection adapter to bridge the domain gap, conducts extensive evaluations on three well-known video action recognition benchmarks and demonstrates that the method consistently outperforms state-of-the-art TTA baselines.