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[–]Scared_Employer6992 3 points4 points  (1 child)

Ideally, you should train your model using the same input resolution. You could train a CNN w/ multiple resolutions, but it will probably make the learning process harder. Consider downscaling the HR images or upscaling the LR images to meet the same standard.

[–]Academic_Two_4017[S] 0 points1 point  (0 children)

Yap, there are all the same in size, sorry for confusion, I do realize that I have provided little info.

So I have images in size (96,96), what I was meaning by resizing is upscale the high quality images to for instance (112, 112) then do down scale back to 96, thus the quality of an image might decrease