Exploiting the Relationship between Pruning Ratio and Compression Effect for Neural Network Model Based on TensorFlow

Table 4

Descriptions of parameters of the pruning effect in the first scene.

	Original number of parameters	Threshold value	Valid parameter number
w_conv1	800	0.0	800
w_conv2	51,200	0.0	51,200
w_fc1	3,211,264	0.012034996	2,890,137
w_fc2	10,240	0.013038448	9,215