Cross-device Collaborative Test-time Adaptation with Zeroth-order Optimization and Model Merging

Yu Mitsuzumi, Akisato Kimura, Yasuhiro Fujiwara +1

Test-time adaptation (TTA) mitigates domain shifts by using incoming test data to update a model on the fly. The majority of TTA methods require resource-intensive backpropagation…