[HN Gopher] Total Relighting: Learning to Relight Portraits for ...
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Total Relighting: Learning to Relight Portraits for Background
Replacement
Author : Hard_Space
Score : 38 points
Date : 2021-05-09 07:04 UTC (1 days ago)
(HTM) web link (augmentedperception.github.io)
(TXT) w3m dump (augmentedperception.github.io)
| nakedgremlin wrote:
| Incredible work. Coming from a POV of a person who has to wrangle
| a lot of VFX heavy creative, it's great to see the technical
| walkthroughs like this, especially the workflow overviews to see
| how it matches with our render process.
| tqi wrote:
| Interesting - as I understand it, one of the big tech innovations
| from Disney's The Mandalorian was LED projected virtual sets that
| solved the lighting issues from green screens (see ~2:10 mark of
| this video: https://www.youtube.com/watch?v=Ufp8weYYDE8), making
| VFX scenes cheaper and faster to produce in exchange for higher
| up front costs. It had the added benefit of giving actors more to
| work off of.
|
| I wonder if this technique will swing the cost pendulum back in
| favor of traditional green screens?
| dheera wrote:
| Is there code for this? There seems to be only a website in the
| repo:
|
| https://github.com/augmentedperception/total_relighting
| ipsum2 wrote:
| Don't expect code from this group, because their work usually
| goes into Google Pixel camera software.
| sorenjan wrote:
| What is the legal situation for implementing things from
| these kinds of papers? Am I allowed to use other's research
| papers to make features in my own products, or should I
| assume it's patented? I don't think copyright applies if I
| write the code myself, right? Or are neural net models
| copyrightable?
|
| In this case you need specialized data from a lighting rig,
| but what about in general when you can use your own or open
| data to do the training, or in the cases when no machine
| learning is used?
| dheera wrote:
| Also of note -- building that lighting rig is actually not
| that hard if you have a spare walk-in closet and a bunch of
| WS2812 lights. You can programmatically turn on and off
| combinations of lights and automate the photography. But
| you'll probably want several subjects of multiple races and
| genders if you want it to work reliably though.
|
| There's also this free dataset, although I haven't dug into
| it to see how good it is:
|
| https://drive.google.com/drive/folders/10luekF8vV5vo2GFYPRC
| e...
|
| ( and the associated paper:
| https://zhhoper.github.io/dpr.html )
|
| Are there any decent collections of human portrait Blender
| scenes? If so lighting would be easy to change in a pinch,
| and programmatically create a simulated dataset. A
| collection of images of this quality would be awesome:
|
| https://blenderartists.org/t/felicia-blend/701475
| ipsum2 wrote:
| It's probably patented (patent pending, because they take
| forever to get approved), copyright doesn't apply if you
| write the code and train the model yourself afaik
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