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Update README.md
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Panjaksli authored Aug 31, 2023
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Expand Up @@ -42,6 +42,8 @@ Quality-wise cubl and swish provide smoother upscaled image than relu.
This repository comes with custom pre-trained model for high quality image upscaling, that achieves far better results than any simple upscaling algorithm (bicubic, bilinear).
### Comparison: bicubic vs model vs reference
![image](https://github.com/Panjaksli/BNN/assets/82727531/fb3a9592-5987-4eb9-bde0-dccecb1c459e)
### Lowres anime vs upscale
![image](https://github.com/Panjaksli/BNN/assets/82727531/388cda89-ed14-4f15-b1ae-efc009cd7a42)
### How does it work ?
The model is trained on the error of reference image and low res image upscaled with bicubic interpolation:\
d(x) = f(x) - g(x),\
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