SDPose and Sapiens yield higher BLEU scores (~11.5) than MediaPipe (~10) in pose-based sign language translation, with superior occlusion robustness and fewer missing hand keypoints.
Pose Estimation Pose estimation systems extract human skeletal keypoints from video, representing body, hand, and facial articulators as spatio-temporal trajecto- ries
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Evaluation of Pose Estimation Systems for Sign Language Translation
SDPose and Sapiens yield higher BLEU scores (~11.5) than MediaPipe (~10) in pose-based sign language translation, with superior occlusion robustness and fewer missing hand keypoints.