Uncertainty-Aware Robust Video Activity Anticipation Framework

The proposed uncertainty-boosted video activity anticipation framework generates uncertainty values to indicate the credibility of the anticipation results, and uses the uncertainty values to modulate the predicted target activity distribution, leading to improved robustness and interpretability.