चेहरा-GAN

Beta model, might have issues.

Demo v0.2:

Demo v0.1:

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Changelog

• 2022-09-010 Tested it on 64×64 -> 512×512 on FFHQ-CelebaHQ - Example Images

• 2022-08-026 Use this weights to train it further.

• 2022-08-026 Colab Demo v0.2:

• 2022-08-026 beta-v0.2

• 2022-08-023 beta-v0.1

• 2022-08-022 Colab demo v0.1

• 2022-08-022 Fast.ai model training url

Example Images

64×64 -> 512×512

64×64 -> 512×512

Image samples

Dataset

Dataset was generated using the below models.

-GPEN

-GFPGAN

-FFHQ can be used, but generating a dataset would help in dealing with real image problems.

-Generated dataset was cropped to facial features and then trained.

Model

beta-v0.1

beta-v0.2

Use this weights to train it further.

• works well with color photos.

Implementation Details

• Model architecture: fastai v1 u-net
• Paired image2image training: fastai v1 superres notebook

Limitation

• I call this a beta as it needs lot of improvement, But with minimum effort the results are good.