|
Layers | Output size | Ghost-like network | ShuffleGhostV1 | ShuffleGhostV2 | ShuffleGhostV3 |
|
conv | | conv, stride 1 | conv, stride 1 | conv, stride 1 | conv, stride 1 |
BatchNorm, ReLU | | | | | |
Bottleneck | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
Bottleneck | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
Bottleneck | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
Bottleneck | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
Bottleneck | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
Bottleneck × 3 | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
Bottleneck | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
Bottleneck × 3 | | Ghost bottleneck (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (Ghost-like module × 2) | ShuffleGhost BottleneckV1 (ShuffleGhost module × 2) | ShuffleGhost BottleneckV2 (ShuffleGhost module × 2) |
conv | | conv, stride 1 | conv, stride 1 | conv, stride 1 | conv, stride 1 |
BatchNorm, ReLU | | | | | |
Pooling | | | Global average pooling | Global average pooling | Global average pooling |
Dense | | | 10D fully connected, softmax | 10D fully connected, softmax | 10D fully connected, softmax |
|