My solution in this Kaggle competition "Denoising Dirty Documents", 6th place.
Deep Convolutional Neural Network
Layer Type | #Input Channel | #Ouput Channel | FilterSize | Padding |
---|---|---|---|---|
Input | - | 1 | - | - |
Convolution(1) | 1 | 96 | 3 | 1 |
Leaky ReLU | 96 | 96 | - | - |
Convolution(2) | 96 | 96 | 1 | 0 |
Leaky ReLU | 96 | 96 | - | - |
Convolution(3) | 96 | 96 | 3 | 1 |
Leaky ReLU | 96 | 96 | - | - |
Convolution(4) | 96 | 96 | 1 | 0 |
Leaky ReLU | 96 | 96 | - | - |
Convolution(5) | 96 | 96 | 3 | 1 |
Leaky ReLU | 96 | 96 | - | - |
Convolution(6) | 96 | 1 | 3 | 1 |
Output | 1 | - | - | - |