Table 3 BuRnGANeXt50 model versus original topology.
From: Spatial attention-based residual network for human burn identification and classification
Stage | ResNeXt-50 | BuRnGANeXt50 | ||||
|---|---|---|---|---|---|---|
Conv1 | 7 × 7, 64, number of strides 2 | 5 × 5, 256, Number of strides 2 | ||||
Conv2 | 3 × 3 max pool, stride 2 | 3 × 3 max pool, stride 2 | ||||
1 × 1, 128 | C = 32 | X3 | 1 × 1, 32 | C = 32 | X3 | |
3 × 3, 128 | 3 × 3, 32 | |||||
1 × 1, 256 | 1 × 1, 128 | |||||
Conv3 | 1 × 1, 256 | C = 32 | X4 | 1 × 1, 64 | C = 32 | X4 |
3 × 3, 256 | 3 × 3, 64 | |||||
1 × 1, 512 | 1 × 1, 256 | |||||
Conv4 | 1 × 1, 512 | C = 32 | X6 | 1 × 1, 256 | C = 32 | X6 |
3 × 3, 512 | 3 × 3, 256 | |||||
1 × 1, 1024 | 1 × 1, 512 | |||||
Conv5 | 1 × 1, 1024 | C = 32 | X3 | 1 × 1, 512 | C = 32 | X3 |
3 × 3, 1024 | 3 × 3, 512 | |||||
1 × 1, 2048 | 1 × 1, 1024 | |||||
#params | 23 × 106 | 5 × 106 | ||||