Abstract: Hand gesture-based Sign Language Recognition (SLR) serves as a crucial communication bridge between hard of hearing and non-deaf individuals. The absence of a universal sign language (SL) ...
Fig. 1. Overall Architecture. Our framework extracts spatial and dynamic features in parallel using the Slow and Fast pathways. Bi-directional Feature Fusion (BFF) facilitates the exchange of rich ...
SignAvatars is the first large-scale 3D sign language holistic motion dataset with mesh annotations, which comprises 8.34M precise 3D whole-body SMPL-X annotations, covering 70K motion sequences. The ...
Abstract: Recognition of continuous sign language is challenging as the number of words is a sentence and their boundaries are unknown during the recognition stage. This work proposes a two-stage ...