Dimitrios Fotiou

TestMate: Test-Time Domain Adaptation Aided by Lightweight Vision Foundation Model

Dimitrios Fotiou, Vasileios Mygdalis, Ioannis Pitas

Test-Time Domain Adaptation (TTDA) aims to adapt Deep Neural Networks to distribution shifts using only streaming, unlabeled test data in real time. Current methods for semantic segmentation tasks suffer from critical limitations. Entropy minimization techniques require costly ba…Read more