Research Article

A Noble Classification Framework for Data Glove Classification of a Large Number of Hand Movements

Table 5

Comparison of different classification networks.

Classification networkValidation accuracy (%)Training time (min)

Single bilstmLayer Single fullyConnectedLayer84.413
Single bilstmLayer Double fullyConnectedLayers90.774
Double bilstmLayers Double fullyConnectedLayers (DBDF network)93.155
Triple bilstmLayers Double fullyConnectedLayers91.336
Double bilstmLayers Triple fullyConnectedLayers91.25