Table 1 Hyperparameter settings for operation within a four-level pyramid
From: AtICNet: semantic segmentation with atrous spatial pyramid pooling in image cascade network
Level | padding | Atrous convolution | Conventional convolution | Batch normalization | Average pooling | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Â | Â | k | c | d | p | r | s | k | c | s | b | r | r | k | s |
One | 4 | 3 | 1024 | 2 | Same | Relu | 1 | 1 | 1024 | 1 | / | / | Relu | w, h | w, h |
Two | 4 | 3 | 1024 | 4 | Same | Relu | 1 | 1 | 1024 | 1 | / | / | Relu | w/2,h/2 | w/2,h/2 |
Three | 4 | 3 | 1024 | 8 | Same | Relu | 1 | 1 | 1024 | 1 | / | / | Relu | w/3,h/3 | w/3,h/3 |
Four | 4 | 3 | 1024 | 12 | Same | Relu | 1 | 1 | 1024 | 1 | / | / | Relu | w/6,h/6 | w/6,h/6 |