Table 1. Semi-Siamese U-Net architecture details.
Contracting Path | Expanding Paths | ||||
---|---|---|---|---|---|
Path1 and Path2 | |||||
Block | Layer | Filter | Block | Layer | Filter |
Block1 | Conv2D(3,3) | 64 | Block 6 | Conv2D(2,2) | 512 |
Conv2D(3,3) | 64 | Conv2D(3,3) | 512 | ||
MaxPooling2D(2,2) | Conv2D(3,3) | 512 | |||
Concatenate Block9 | |||||
Block2 | Conv2D(3,3) | 128 | Block 7 | Conv2D(2,2) | 256 |
Conv2D(3,3) | 128 | Conv2D(3,3) | 256 | ||
MaxPooling2D(2,2) | Conv2D(3,3) | 256 | |||
Concatenate Block8 | |||||
Block3 | Conv2D(3,3) | 256 | Block8 | Conv2D(2,2) | 128 |
Conv2D(3,3) | 256 | Conv2D(3,3) | 128 | ||
MaxPooling2D(2,2) | Conv2D(3,3) | 128 | |||
Concatenate Bolck7 | |||||
Block4 | Conv2D(3,3) | 512 | Block9 | Conv2D(2,2) | 64 |
Conv2D(3,3) | 512 | Conv2D(3,3) | 64 | ||
Dropout | Conv2D(3,3) | 64 | |||
MaxPooling2D(2,2) | Conv2D(3,3) | 2 | |||
Concatenate Block6 | |||||
Block5 | Conv2D(3,3) | 1024 | Conv2D(1,1) | 1 | |
Conv2D(3,3) | 1024 | ||||
Dropout |