jamriska / ebsynth

Fast Example-based Image Synthesis and Style Transfer
https://ebsynth.com
1.5k stars 194 forks source link

Question about Omega. #6

Open EternalKingdom opened 5 years ago

EternalKingdom commented 5 years ago

I appreciate you for sharing your work to public and your dedication. Thanks to you, i could learn more about example-based image synthesize.

During the code study, i found calculation of the Omega in the patch matching. Which was the concept that i could not find from patch match algorithm (PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing). Can i know the concept of Omega. And if reference of that concept is exist, can i know the reference(paper)?

I look forward to your reply and thank you again.

EternalKingdom commented 5 years ago

I found similar concept of the Omega from Fiser's stylit paper.

It refers like this.

This EM-like iteration approach produces notably better results, but it frequently leads to the wash-out effect. Kaspar et al. and Jamriska et al. mitigate this problem by encouraging uniform source patch usage.

EternalKingdom commented 5 years ago

Exactly same concept mentioned at Self Tuning Texture Optimization paper. At section 3.2 as spatial uniformity.