A Survey on Backbones for Deep Video Action Recognition

arXiv:2405.05584v1 Announce Type: new
Abstract: Action recognition is a key technology in building interactive metaverses. With the rapid development of deep learning, methods in action recognition have also achieved great advancement. Researchers design and implement the backbones referring to multiple standpoints, which leads to the diversity of methods and encountering new challenges. This paper reviews several action recognition methods based on deep neural networks. We introduce these methods in three parts: 1) Two-Streams networks and their variants, which, specifically in …

abstract action recognition advancement arxiv building cs.ai cs.cv deep learning design development diversity interactive key leads multiple recognition researchers survey technology type video