Super Resolution

A simple extension of perpetual losses for super resolution (https://arxiv.org/pdf/1603.08155.pdf) to yield excellent results for image inpainting.

Usage for one image

python test.py --input_image /path/to/img.jpg --model checkpoints/model_namel.pth --output_filename sample.jpg

Results: Super-Resolution

Low resolution starting image

High resolution upsampled image

Results: Inpainting

Before

After