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@@ -29,8 +29,11 @@ Which results in this DF2K_BHI dataset with 12'639 512x512 training tiles.
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  Here is a visual example of the first few tiles that are in the dataset:
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/KL2FnhtUBSCeAdjh4ZnoZ.png)
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  ## Training
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@@ -41,9 +44,18 @@ Here is the training validation metrics on the DIV2K validation dataset, using t
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  Tiled DF2K dataset (here called X): 21'387 tiles
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  DF2K_BHI dataset: 12'639 tiles
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-
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/z_wh3koK9bpkRKjoWm4LH.png)
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-
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/6RkW2uILyHTNhWrPLJqGx.png)
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-
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/Ff9RlvfZ-89jDvsDhzQNB.png)
 
 
 
 
 
 
 
 
 
 
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  Here is a visual example of the first few tiles that are in the dataset:
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+ <figure>
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+ <img
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+ src="https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/KL2FnhtUBSCeAdjh4ZnoZ.png">
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+ <figcaption>Visual example - first few tiles of the DF2K_BHI Dataset</figcaption>
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+ </figure>
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  ## Training
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  Tiled DF2K dataset (here called X): 21'387 tiles
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  DF2K_BHI dataset: 12'639 tiles
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+ <figure>
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+ <img
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+ src="https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/z_wh3koK9bpkRKjoWm4LH.png">
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+ <figcaption>Tensorboard: SSIM validation scores of DF2K and DF2K_BHI</figcaption>
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+ </figure>
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+ <figure>
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+ <img
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+ src="https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/6RkW2uILyHTNhWrPLJqGx.png">
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+ <figcaption>Tensorboard: PSNR validation scores of DF2K and DF2K_BHI</figcaption>
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+ </figure>
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+ <figure>
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+ <img
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+ src="https://cdn-uploads.huggingface.co/production/uploads/634e9aa407e669188d3912f9/Ff9RlvfZ-89jDvsDhzQNB.png">
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+ <figcaption>Tensorboard: DISTS validation scores of DF2K and DF2K_BHI</figcaption>
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+ </figure>