TABLE II.
FUS-NET PARAMETERS (FUNCTIONAL MODEL)
| Layer (type) | Output Shape | Param # | Connected to |
|---|---|---|---|
| input1 (InputLayer) | (None, 128, 896, 1) | 0 | |
| conv2d1 (Conv2D) | (None, 128, 896, 32) | 512 | input 1 |
| sequential1 (Sequential) | (None, 64, 448, 32) | 16512 | conv2d1 |
| conv2d2 (Conv2D) | (None, 64, 448, 64) | 32768 | sequential 1 |
| sequential2 (Sequential) | (None, 32, 224, 64) | 65792 | conv2d2 |
| conv2d3 (Conv2D) | (None, 32, 224, 128) | 131072 | sequential 2 |
| sequential3 (Sequential) | (None, 16, 112, 128) | 262656 | conv2d3 |
| conv2d4 (Conv2D) | (None, 16, 112, 128) | 524288 | sequential 3 |
| sequential4 (Sequential) | (None, 8, 56, 256) | 1048576 | conv2d4 |
| conv2d5 (Conv2D) | (None, 8, 56, 512) | 2097152 | sequential 4 |
| sequential5 (Sequential) | (None, 4, 28, 512) | 4194304 | conv2d5 |
| sequential6 (Sequential) | (None, 8, 56, 512) | 4196352 | sequential 5 |
|
concatenate1 (Concate- nate) |
(None, 8, 56, 768) | 0 | sequential6, sequential4 |
| conv2d6 (Conv2D) | (None, 8, 56, 512) | 6291456 | concat 1 |
| sequential7 (Sequential) | (None, 16, 112, 256) | 2098176 | conv2d6 |
|
concatenate2 (Concate- nate) |
(None, 16, 112, 384) | 0 | sequential7, sequential3 |
| conv2d7 (Conv2D) | (None, 16, 112, 256) | 1572864 | concat 2 |
| sequential8 (Sequential) | (None, 32, 224, 128) | 524800 | conv2d7 |
|
concatenate3 (Concate- nate) |
(None, 32, 224, 192) | 0 | sequential8, sequential2 |
| conv2d8 (Conv2D) | (None, 32, 224, 128) | 393216 | concat 3 |
| sequential9 (Sequential) | (None, 64, 448, 64) | 131328 | conv2d8 |
|
concatenate4 (Concate- nate) |
(None, 64, 448, 96) | 0 | sequential9, sequential1 |
| conv2d9 (Conv2D) | (None, 64, 448, 64) | 98304 | concat 4 |
| conv2d10 (Conv2D) | (None, 64, 448, 32) | 32768 | conv2d9 |
|
conv2dTrans1 (Conv2DTranspose) |
(None, 128, 896, 1) | 513 | conv2d10 |
| Total: 23,713,409 |