Wen-Juan Guo

Efficient Test-Time Adaptation for Dynamic Distribution Shifts

Pre-trained visual models are increasingly deployed in streaming environments where the target distribution changes with weather, illumination, sensor aging, background composition, and time. Existing test-time adaptation (TTA) algorithms usually assume either a fixed target domain or sufficiently large independent tes...