Image Dimension Size in Denoising Image using CNN

0
votes

I have a set of synthetically noisy images. Example is shown below:

enter image description here

I have also their corresponding clean text images as my ground truth data. Example below:

enter image description here

The dimension size of the two images is 4918 x 5856. Is it an appropriate size for training my Convolutional Neural Network that will perform image denoising. If no, what shall I do? Resize or crop? Thanks.

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imagemachine-learningimage-processingneural-networkconv-neural-network

1 Answers

1
votes

This resolution really is overkill. You can start off with 1/64 of the size ~(600,750), which is already pretty big.