[Retracted] A Study on the Application of Visual Perception in Art Design Based on Industrial Mathematics Models

Table 2

Subcategory names in the genre subset of the WikiArt dataset.

Subcategory/top-1 error rate (%)	Two-channel deep learning model
	50 layer ResNet	131 layer FPTD
Abstract	1.17	2.70
Cityscape	2.96	2.55
Genre painting	5.48	4.99
Illustration	4.87	3.21
Landscape	2.61	2.56
Nude painting	2.35	1.47
Portrait	2.78	1.10
Religious painting	3.96	2.15
Sketch and study	2.26	2.80
Still life	1.57	5.23