Abir Das

Source-Free Controlled Adaptation of Teachers for Continual Test-Time Adaptation

This work proposes a novel controlled teacher adaptation methodology that dynamically sets a proper momentum value depending on the quality of the incoming data and performs extensive experiments to demonstrate that this approach outperforms different state-of-the-art adaptation frameworks, many of which require access to source data.