AVROBUSTBENCH: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time Sarthak Kumar Maharana Saksham Singh Kushwaha Baoming Zhang Adrian Rodriguez Songtao Wei Yapeng Tian

AVROBUSTBENCH comprises four audio-visual benchmark datasets, AUDIOSET-2C, VGGSOUND-2C, KINETICS-2C, and EPICKITCHENS-2C, each incorporating 75 bimodal audio-visual corruptions that are co-occurring and correlated. Through extensive evaluations, we observe that state-of-the-art supervised and severity self-supervised increases.