A Rapid Combined Model for Automatic Generating Web UI Codes

Table 1

Experimental results of the best models based on different network elements.

Neural network type	Batch size	Training time (s)	Verification set accuracy (%)	Test set accuracy (%)
FC	512	54	91.6	91.4
FC	128	62	91.5	91.2
LSTM	512	280	82.2	82.7
LSTM	128	66	91.9	91.6
BiLSTM	512	281	70.6	70.7
BiLSTM	128	634	91.8	91.8
CNN	512	58	86.5	86.6
CNN	128	1038	88.1	88.2