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Table 2 Decoder structure Conv2DTranspose

From: Restoration of non-structural damaged murals in Shenzhen Bao’an based on a generator–discriminator network

Layer

Filters

Size

Strides

Output

Input

1

512

4

2

(,8,8,1024)

Encoder residual connection + Upper output

2

512

4

2

(,16,16,1024)

Encoder residual connection + Upper output

3

512

4

2

(,32,32,1024)

Encoder residual connection + Upper output

4

512

4

2

(,64,64,1024)

Encoder residual connection + Upper output

5

256

4

2

(,128,128,512)

Encoder residual connection + Upper output

6

128

4

2

(,256,256,256)

Encoder residual connection + Upper output

7

64

4

2

(,512,512,128)

Encoder residual connection + Upper output

8

3

4

2

(,1024,1024,3)

Full connection