Neural Material Synthesis | Two Minute Papers #88

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Hungary Two Minute Papers
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We are going to talk about techniques that create physically based material models from photographs that we can use in our light simulation programs. In an earlier work, two photographs are required for high-quality reconstruction. It seems that working from only one photograph doesn't seem possible at all. However, with the power of deep learning...

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The paper "Two-Shot SVBRDF Capture for Stationary Materials" is available here:
https://mediatech.aalto.fi/publications/graphics/TwoShotSVBRDF/

The paper "Reflectance Modeling by Neural Texture Synthesis" is available here:
https://mediatech.aalto.fi/publications/graphics/NeuralSVBRDF/

NVIDIA has implemented the two-shot model! Have a look:
https://twitter.com/karoly_zsolnai/status/839570124017438726

Our earlier episode on Gradient Domain Light Transport is available here:
https://www.youtube.com/watch?v=sSnDTPjfBYU

The light transport course at the Technical University of Vienna is available here:
https://www.youtube.com/playlist?list=PLujxSBD-JXgnGmsn7gEyN28P1DnRZG7qi

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David Jaenisch, Sunil Kim, Julian Josephs, Daniel John Benton, Dave Rushton-Smith, Benjamin Kang.
https://www.patreon.com/TwoMinutePapers

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Image credits:
Sherrie Thai - https://flic.kr/p/7pNLqB
Giulio Bernardi - https://flic.kr/p/b2GMJ
Andy Beatty - https://flic.kr/p/7j3dUX
Open Grid Scheduler - https://flic.kr/p/Gdg3JC
liz west - https://flic.kr/p/rAbED
http://collagefactory.blogspot.hu/2010/04/brdf-for-diffuseglossyspecular.html

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Music: Dat Groove by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/)
Artist: http://audionautix.com/

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Web → https://cg.tuwien.ac.at/~zsolnai/



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Tags:
two minute papers
Reflectance Modeling by Neural Texture Synthesis
neural texture synthesis
neural network texture synthesis
deep learning texture synthesis
neural material synthesis
SVBRDF Capture
brdf capture
brdf capturing
material capturing
material acquisition
neural network material
neural network texture
deep learning texture
neural network svbrdf
two shot brdf capture
two shot capture
deep learning