Image Restoration for inverse problems using Deep Image Prior

Denoising and Inpainting of corrupted images using only architectural priors.

  • Implemented Deep Image Prior ↗ research paper using U-Net, a deep learning architecture, enabling single-image restoration without a training dataset.

  • Demonstrated the model on real and synthetic images, achieving high-quality restoration.

  • Implementation can be found on GitHub ↗.

Task: Denoising

Denosing

Task: Inpainting

Inpainting