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Kaggle Denoising Dirty Documents

My solution in this Kaggle competition "Denoising Dirty Documents", 6th place.

Model

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 - - -

Sample

Test Input
sample_test_input

Test Output
sample_test_output