[Retracted] Application of Lightweight Deep Learning Model in Vocal Music Education in Higher Institutions

Table 1

VGGNet structure.

A	A-LRN	B	C	D	E
11 weight layers	11 weight	13 weight	16 weight	16 weight	19 weight layers
	Layers	Layers	Layers	Layers
Input (224 × 224 RGB image)
conv3-64	conv3-64	conv3-64	conv3-64	conv3-64	conv3-64
	LRN	conv3-64	conv3-64	conv3-64	conv3-64
Max pool
conv3-128	conv3-128	conv3-128	conv3-128	conv3-128	conv3-128
		conv3-128	conv3-128	conv3-128	conv3-128
Max pool
conv3-256	conv3-256	conv3-256	conv3-256	conv3-256	conv3-256
conv3-256	conv3-256	conv3-256	conv3-256	conv3-256	conv3-256
			Convl-256	conv3-256	conv3-256
					conv3-256
Max pool
conv3-512conv3-512	conv3-512	conv3-512	conv3-512	conv3-512	conv3-512
	conv3-512	conv3-512	conv3-512	conv3-512	conv3-512
			Convl-512	conv3-512	conv3-512
					conv3-512
Max pool
conv3-512conv3-512	conv3-512	conv3-512	conv3-512	conv3-512	conv3-512
	conv3-512	conv3-512	conv3-512	conv3-512	conv3-512
			Convl-512	conv3-512	conv3-512
					conv3-512
Max pool
FC-4096
FC-4096
FC-1000
SoftMax