Off-the-shelf video transformers (VideoMAE, ViViT, TimeSformer) fine-tuned on Bangla sign language videos reach 95.5% top-1 accuracy on BdSLW60 and 81.04% on the BdSLW401 front subset.
Deafness and hearing loss
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Fine-Tuning Video Transformers for Word-Level Bangla Sign Language: A Comparative Analysis for Classification Tasks
Off-the-shelf video transformers (VideoMAE, ViViT, TimeSformer) fine-tuned on Bangla sign language videos reach 95.5% top-1 accuracy on BdSLW60 and 81.04% on the BdSLW401 front subset.