Uncertainty-boosted Robust Video Activity Anticipation

arXiv:2404.18648v1 Announce Type: new
Abstract: Video activity anticipation aims to predict what will happen in the future, embracing a broad application prospect ranging from robot vision and autonomous driving. Despite the recent progress, the data uncertainty issue, reflected as the content evolution process and dynamic correlation in event labels, has been somehow ignored. This reduces the model generalization ability and deep understanding on video content, leading to serious error accumulation and degraded performance. In this paper, we address the uncertainty …

arxiv cs.cv robust type uncertainty video