Jonathan Ashdown

On the Adversarial Vulnerability of Label-Free Test-Time Adaptation

Despite the success of Test-time adaptation (TTA), recent work has shown that adding relatively small adversarial perturbations to a limited number of samples leads to significant performance degradation. Therefore, it is crucial to rigorously evaluate existing TTA algorithms against relevant threat…