John Turnbull

EVALUATING TEST-TIME ADAPTATION FOR FACIAL EXPRESSION RECOGNITION UNDER NATURAL CROSS-DATASET DISTRIBUTION SHIFTS

Deep learning models often struggle under natural distribution shifts, a common challenge in real-world deployments. Test-Time Adaptation (TTA) addresses this by adapting models during inference without labeled source data. We present the first evaluation of TTA methods for FER under natural domain…