Application Research for Fusion Model of Pseudolabel and Cross Network

Table 1

Experimental results of PL generation part.

Hyperparameters		Model
		VGG16 [11]	ResNet50 [12] (%)	Transfer network
				VGG16 (%)	ResNet50 (%)
Resolution	32 × 32	53.06	48.34	53.56	53.16
	64 × 64	53.36	53.36	53.51	54.57
	72 × 72	54.02	53.71	53.71	52.46
	96 × 96	53.16	54.27	55.12	54.72
	100 × 100	58.84	55.47	54.82	54.92
	128 × 128	60.43	58.33	60.34	58.84
Learning rate	0.001	53.51	53.97	53.16	52.06
	0.003	60.43	58.33	60.34	58.84
	0.01	53.12	54.02	54.07	53.66
	0.03	56.12	52.51	54.47	53.82
	0.1	44.28	54.07	53.56	53.31
	0.3	44.18	44.28	44.78	44.43

Better results in terms of recognition rates were highlighted in bold.