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

Table 6

Comparison of different classification networks without downsampling.

Model	Validation accuracy (%)	Training time
Single bilstmLayer Single fullyConnectedLayer	78.65	11 min
Single bilstmLayer Double fullyConnectedLayers	88.14	12 min
Double bilstmLayers Double fullyConnectedLayers (DBDF network)	89.24	13 min
Triple bilstmLayers Double fullyConnectedLayers	87.99	14 min
Double bilstmLayers Triple fullyConnectedLayers	89.22	13 min