tvpian / Image-Outpainting Public

Notifications You must be signed in to change notification settings
Fork 0
Star 0

Implicit Neural Rendering(INR) based Image Outpainting

0 stars 0 forks Branches Tags Activity

Notifications

Name		Name	Last commit message	Last commit date
Latest commit History 11 Commits
results		results
README.md		README.md
image_outpainting.ipynb		image_outpainting.ipynb

Repository files navigation

Image Outpainting using Implicit Neural Representations(INR)

Feedforward network-based implementation for learning the source image distribution.

Results of the first implementation:

Reported PSNR 23.003
Ground truth(left) with the Reconstructed image (right):-

Outpainted Image(20 pixels) using the first implementation:

The following is the model generated outpainted(20 pixels) image for the given source image.

Feedforward network + Positional Encoding-based implementation for learning the source image distribution.

Results of the second implementation:

Reported PSNR 24.389
Ground truth(left) with the improved Reconstructed image(right):--

References :-

Fourier Features Let Networks Learn High-Frequency Functions in Low-Dimensional Domains

About

Implicit Neural Rendering(INR) based Image Outpainting

Report repository

Releases

No releases published

Packages

No packages published

Languages

Jupyter Notebook 100.0%