Adaptive calibrator ensemble: Navigating test set difficulty in out-of-distribution scenarios

Y Zou, W Deng, L Zheng - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Abstract Model calibration usually requires optimizing some parameters (eg, temperature)
wrt an objective function like negative log-likelihood. This work uncovers a significant aspect …

MedBN: Robust Test-Time Adaptation against Malicious Test Samples

H Park, J Hwang, S Mun, S Park… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Test-time adaptation (TTA) has emerged as a promising solution to address performance
decay due to unforeseen distribution shifts between training and test data. While recent TTA …