Papers by Ben Saunders
Select and Reorder: A Novel Approach for Neural Sign Language Production (2024.lrec-main)
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| Challenge: | Sign languages face significant challenges in achieving accurate translation due to the scarcity of parallel annotated datasets. |
| Approach: | They propose a method that breaks down the translation process into two distinct steps: Gloss Selection (GS) and GlosSelection (GR) they use non-autoregressive decoding to achieve faster inference speeds and reduced computation . |
| Outcome: | The proposed method achieves state-of-the-art BLEU and Rouge scores on the Meine DGS Annotated dataset, demonstrating a substantial improvement of 37.88% in Text to Gloss (T2G) Translation. |