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Found 2 papers, 2 papers with code
AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
We propose the prediction disagreement as the accuracy estimate, calculated by comparing the target model prediction with dropout inferences.
SoTTA: Robust Test-Time Adaptation on Noisy Data Streams
To address this problem, we present Screening-out Test-Time Adaptation (SoTTA), a novel TTA algorithm that is robust to noisy samples.
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