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Introduction

$$ where:

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Fox



+ +

Cat

+ I also choose the image from the cute cat Hujiao as input for training the Mlp. +
+ + + + +
+ +
Cat Original Image
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+
+

+ + I train my model with $L=10$ and hidden dimension of $512$ for $5000$ iterations and batch size of $5000$. My + learning rate is $1e-3$. The model reach a PSNR of $26.33$. + + +
+ + + + + +
+ +
MSE Loss
+ 		+ +
PSNR
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+ + + + + + + + + + + + +
+ +
Predicted Image iteration 1
+ 		+ +
Predicted Image iteration 1000
+ 		+ +
Predicted Image iteration 2000
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+ +
Predicted Image iteration 3000
+ 		+ +
Predicted Image iteration 4000
+ 		+ +
Predicted Image iteration 5000
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+
+

Hyperparameter Tunning

My first try for hyperparameter tunning is changing the hidden layers to $512$. It slightly increase the PSNR to $27.48$, which means a higher quality in reconstructing the image.