Design of Painting Art Style Rendering System Based on Convolutional Neural Network

Table 1

Internal structure of the generation network of the painting art style rendering system.

Modules	Descriptions in detail
Encoder	Convolutional kernel	Ways of network connecting	Number of filters	Stride of operations
1	7  7	Conv, BN, ReLU	64	1
2	5  5	Conv, BN, ReLU	128	1
3	3  3	Conv, BN, ReLU	256	2
Transformer	Modules
1	Dense block 1
…	……
5	Dense block 5
Decoder	Convolutional kernel	Ways of network connecting	Number of filters	Stride of operations
1	3  3	De-conv, BN, ReLU	128	1/2
2	3  3	De-conv, BN, ReLU	64	1/2
3	7  7	De-conv, BN, ReLU	3	1