
The author introduces Positional Encoding Image Prior (PIP) as an alternative to Deep Image Prior (DIP) for image reconstruction, utilizing Fourier-Features and MLPs. PIP demonstrates comparable performance to DIP with fewer parameters and extends well to video tasks.


coremsg

Positional-Encoding-Image-Prior-A-Novel-Approach-to-Image-Reconstruction


Positional-Encoding Image Prior: A Novel Approach to Image Reconstruction


title_rewrite


DIP and PIP utilize neural implicit models with Fourier-Features for image restoration, showcasing comparable performance.


positional-encoding-image-prior-pip-a-novel-approach-to-image-reconstruction


Positional-Encoding Image Prior (PIP): A Novel Approach to Image Reconstruction
