Table 1 HRU2-Net† Network Structure Configuration.
From: The segmentation of nanoparticles with a novel approach of HRU2-Net†
Level | Module | Operate | Output size |
|---|---|---|---|
Input | Input image | 512 × 512 | |
Encoder | |||
Layer 1 | En_1 | MSIF | 256 × 256 |
Layer 2 | En_2 | Down-sampling × 1/2, Conv + BN + ReLU | 128 × 128 |
Layer 3 | En_3 | Down-sampling × 1/2, Conv + BN + ReLU | 64 × 64 |
Layer 4 | En_4 | Down-sampling × 1/2, Conv + BN + ReLU | 32 × 32 |
Layer 5 | En_5 | Down-sampling × 1/2, Conv + BN + ReLU | 16 × 16 |
Layer 6 | En_6 | Down-sampling × 1/2, Conv + BN + ReLU | 8 × 8 |
Decoder | |||
Layer 5 | De_1 | MSIF | 16 × 16 |
Layer 4 | De_2 | Up-sample × 2, Conv + BN + ReLU | 32 × 32 |
Layer 3 | De_3 | Up-sample × 2, Conv + BN + ReLU | 64 × 64 |
Layer 2 | De_4 | Up-sample × 2, Conv + BN + ReLU | 128 × 128 |
Layer 1 | De_5 | Up-sample × 2, Conv + BN + ReLU | 256 × 256 |
Output | Feature map | 512 × 512 |
