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Remove noise from an image with pytorch autograd engine. Loss function defined below uses L1 norm then uses L2 norm..

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Wazhee/Image-Denoising-with-Pytorch-Autograd

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Image-Denoising-with-Pytorch-Autograd

Remove noise from an image with pytorch autograd engine. Loss function defined below uses L1 norm then uses L2 norm.

Screenshot 2023-03-17 at 8 56 19 PM

Objective

Remove the noise from image (I), smooth the image, with pytorch library.

number of iterations = 3000
learning rate = 1
alpha (regularizer) = 2

Original Image (I):

Screenshot 2023-03-17 at 8 58 10 PM

Smoothed image with L1 norm (J):

Screenshot 2023-03-17 at 8 58 21 PM

Smoothed image with L2 norm (J):

Screenshot 2023-03-17 at 8 59 29 PM

Ground Truth: parrot

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Remove noise from an image with pytorch autograd engine. Loss function defined below uses L1 norm then uses L2 norm..

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