Papers by Sanjeet Singh
PoseStitch-SLT: Linguistically Inspired Pose-Stitching for End-to-End Sign Language Translation (2025.emnlp-main)
Copied to clipboard
| Challenge: | Sign language translation remains a challenging task due to the scarcity of large-scale, sentence-aligned datasets. |
| Approach: | They propose a pose-based pre-training scheme that is inspired by a linguistic-templates-based sentence generation technique. |
| Outcome: | The proposed pre-training scheme outperforms state-of-the-art methods for pose-based gloss-free translation on two sign language datasets. |