Research

Research interests

Publications

Jian He Low, Harry Thomas Walsh, Ozge Mercanoglu Sincan, Richard Bowden (2025)Hands-On: Segmenting Individual Signs from Continuous Sequences, In: Proceedings for 19th International Conference on Automatic Face and Gesture Recognition (FG) IEEE

This work tackles the challenge of continuous signlanguage segmentation, a key task with huge implications forsign language translation and data annotation. We proposea transformer-based architecture that models the temporaldynamics of signing and frames segmentation as a sequencelabeling problem using the Begin-In-Out (BIO) tagging scheme.Our method leverages the HaMeR hand features, and iscomplemented with 3D Angles. Extensive experiments show thatour model achieves state-of-the-art results on the DGS Corpus,while our features surpass prior benchmarks on BSLCorpus.