Continual Action Assessment via Task-Consistent Score-Discriminative Feature Distribution Modeling

arXiv:2309.17105v5 Announce Type: replace
Abstract: Action Quality Assessment (AQA) is a task that tries to answer how well an action is carried out. While remarkable progress has been achieved, existing works on AQA assume that all the training data are visible for training at one time, but do not enable continual learning on assessing new technical actions. In this work, we address such a Continual Learning problem in AQA (Continual-AQA), which urges a unified model to learn AQA tasks sequentially …

arxiv assessment consistent continual cs.cv distribution feature modeling type via