Re:3D Ken Burns Effect from a Single Image
by sniklaus on Sunday September 15, 2019 @04:37PM
(#20979350)
That is called guided upsampling and we are in fact doing just that to get a better estimate of the scene geometry. Specifically, we estimate the scene geometry at a resolution of 256x256 pixels (for a 1:1 aspect ratio, it varies for other resolutions) and then use the original image as a guide to upsample this estimate to 1024x1024 pixels. So yes, it could be used to a greater extent but it needs more work to be able to do this.
For instance, you take the source image at resolution n*n and do all processing at n/2 or n/4. Then at the moment you are going to composite the finished image you instead draw "pixels" from a source image which contains X,Y not RGB. Then you upscale the output image x2 (or x4) and replace each X,Y index with the relevant pixel from the source image (adding X%2,Y%2 or X%4 to the indexes to return to source resolution).