Table 3 Network structure of the ResU-Net.

From: A comprehensive transferability evaluation of U-Net and ResU-Net for landslide detection from Sentinel-2 data (case study areas from Taiwan, China, and Japan)

Module

Layer Name

Kernel Size

Stride

Kernel Number

Output Size

Output Size

Output Size

Input

    

128 × 128 × 4

64 × 64 × 4

32 × 32 × 4

Conv 1

3 × 3

1

64

128 × 128 × 64

64 × 64 × 64

32 × 32 × 64

Conv 2

3 × 3

1

64

128 × 128 × 64

64 × 64 × 64

32 × 32 × 64

Encoding

Conv 3

3 × 3

2

128

64 × 64 × 128

32 × 32 × 128

16 × 16 × 128

Conv 4

3 × 3

1

128

64 × 64 × 128

32 × 32 × 128

16 × 16 × 128

Conv 5

3 × 3

2

256

32 × 32 × 256

16 × 16 × 256

8 × 8 × 256

Conv 6

3 × 3

1

256

32 × 32 × 256

16 × 16 × 256

8 × 8 × 256

Conv 7

3 × 3

2

512

16 × 16 × 512

8 × 8 × 512

4 × 4 × 512

Conv 8

3 × 3

1

512

16 × 16 × 512

8 × 8 × 512

4 × 4 × 512

Conv 9

3 × 3

1

256

32 × 32 × 256

16 × 16 × 256

8 × 8 × 256

Conv 10

3 × 3

1

256

32 × 32 × 256

16 × 16 × 256

8 × 8 × 256

Decoding

Conv 11

3 × 3

1

128

64 × 64 × 128

32 × 32 × 128

16 × 16 × 128

Conv 12

3 × 3

1

128

64 × 64 × 128

32 × 32 × 128

16 × 16 × 128

Conv 13

3 × 3

1

64

128 × 128 × 64

64 × 64 × 64

32 × 32 × 64

Conv 14

3 × 3

1

64

128 × 128 × 64

64 × 64 × 64

32 × 32 × 64

Output

Conv 15

1 × 1

1

1

128 × 128 × 1

64 × 64 × 1

32 × 32 × 1

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