In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action Recognition

arXiv:2404.09308v1 Announce Type: new
Abstract: Action recognition is essential for egocentric video understanding, allowing automatic and continuous monitoring of Activities of Daily Living (ADLs) without user effort. Existing literature focuses on 3D hand pose input, which requires computationally intensive depth estimation networks or wearing an uncomfortable depth sensor. In contrast, there has been insufficient research in understanding 2D hand pose for egocentric action recognition, despite the availability of user-friendly smart glasses in the market capable of capturing a single RGB …

abstract action recognition arxiv continuous continuous monitoring cs.cv daily literature monitoring networks perspective recognition type understanding video video understanding