Research Article

Chinese Sign Language Recognition Based on DTW-Distance-Mapping Features

Table 2

The overall classification accuracy of 11 subjects using DTW matching and DTW mapping followed by classifiers.

0-F (%)1-F (%)2-F (%)3-F (%)4-F (%)5-F (%)All (%)

DTW matching59.4332.8533.6638.0374.6974.1829.30
DTW mapping + LDA84.9689.6692.1594.4097.6994.4893.20
DTW mapping + SVM85.8295.6197.2198.7198.4195.4399.03
DTW mapping + KNN96.3191.6193.2695.7697.6194.6194.92

stands for the number () of the stretching-out fingers. Here, ranges from 0 to 5. “All” means all 39 types of gestures.