Mitigating and Evaluating Static Bias of Action Representations in the Background and the Foreground

Haoxin Li, Yuan Liu, Hanwang Zhang +1

In video action recognition, shortcut static features can interfere with the learning of motion features, resulting in poor out-of-distribution (OOD) generalization. The video back…