A compact 77M-parameter gloss-free SLT pipeline using MMPose poses and T5-small achieves competitive BLEU-4 at 12 fps with 75 percent lower encoder attention cost than at 24 fps.
Towards privacy-aware sign language translation at scale
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Towards Compact Sign Language Translation: Frame Rate and Model Size Trade-offs
A compact 77M-parameter gloss-free SLT pipeline using MMPose poses and T5-small achieves competitive BLEU-4 at 12 fps with 75 percent lower encoder attention cost than at 24 fps.