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@@ -7,4 +7,18 @@ metrics:
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  pipeline_tag: unconditional-image-generation
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  tags:
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  - art
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  pipeline_tag: unconditional-image-generation
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  tags:
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  - art
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+ ---
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+
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+ # Photo Regenerator w/Diffusion Denoiser Model
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+ Incrementally adds noise over a series of steps via a noise scheduler, and feeds images through
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+ a CNN to learn features/patterns to then "regenerate" the image.
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+
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+ The `.ipynb` holds the tests and download of the dataset if needed.
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+
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+ ## Goals:
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+ - **Denoise a 25-step noisy image (Blurry)**
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+ - Denoise a 100-step noisy image
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+ - Denoise a 500-step noisy image
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+ - Denoise a 1000-step noisy image
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+
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+ **Dataset Used: COCO 2017**