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Hand Gesture Recognition on DHG-14 (Coarse)

90.94Average Recognition RateSL-fusion-Maximum
27.115243.685160.25576.8249Jul 22, 2020

Evaluation results

MethodLinks
SL-fusion-Maximummodality=Depth + Skeleton, fusion_level=Score Level (Maximum)2020.0790.9498.8978.894.36
SL-fusion-Averagemodality=Depth + Skeleton, fusion_level=Score Level (Average)2020.0790.7297.7881.114.64
3D Skeleton CNN+LSTMmodality=Skeleton2020.0789.83———
Skeleton LSTMmodality=Skeleton2020.078996.6776.675.4
Skeleton + Motion Featuremodality=Skeleton + Motion2020.078997.7872.227.55
Skeleton-based, De Smedtmodality=Skeleton2020.0788.33———
FL-fusion-Concatmodality=Depth + Skeleton, fusion_level=Feature Level2020.0786.8398.8978.894.68
Skeletonmodality=Skeleton2020.0786.4497.7874.447.94
Depth-based, De Smedtmodality=Depth2020.0785.94———
Motion Featuremodality=Motion2020.0781.9496.6764.448.17
Depth CNN+LSTMmodality=Depth2020.0777.0692.2258.898.73
Depth CNNmodality=Depth2020.0729.5738.9220.614.51