How to restore and unmask this image?

[Shehjad-Ishan]

I have come across this image. This is the picture of a molester. I need to unmask the person. I tried restoring with all sorts of fidelity values and inpainting. But haven't been successful yet. Is it possible?

[urlan]

Face Inpainting (cropped and aligned face)

For cropped and aligned faces (512x512)

Inputs could be masked by white brush using an image editing app (e.g., Photoshop)

(check out the examples in inputs/masked_faces)

python inference_inpainting.py --input_path [image folder]|[image path]