Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by MikeLui on Monday August 20, 2018 @02:28PM
(#17802487)
Can someone point me towards the deep learning tech they reference for improving ray tracing performance?
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Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by admsyn on Monday August 20, 2018 @03:10PM
(#17802911)
NVIDIA's OptiX "AI-Accelerated" de-noiser has been available for some time https://developer.nvidia.com/optix-denoiser
(I don't know if it's what they're referring to, though)
Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by Svoka on Monday August 20, 2018 @02:32PM
(#17802523)
They're using deep learning as fancy Anti-Aliasing mechanism, to fill gaps which GPU didn't have time to properly raytrace or to upscale parts of images. As I understood from what I seen ML there mostly for AA.
Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by the8472 on Monday August 20, 2018 @02:42PM
(#17802611)
You mean denoising? In RT raytracing you're generally short on samples and need to interpolate between them / smooth over the shot noise.
Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by magoghm on Monday August 20, 2018 @02:57PM
(#17802778)
In their Siggraph presentation last week they mentioned using AI for both denoising and antialisasing (but they didn't provide anymore details about it).
Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by xxs on Monday August 20, 2018 @03:22PM
(#17803008)
It's likely mostly for denoising, I highly doubt it can have enough power to perform both denoising and antialiasing. The ray tracing presented would be sampling and then use the model to fill the gaps.
Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by mattnewport on Monday August 20, 2018 @03:43PM
(#17803226)
You're effectively training the network for both when training for denoising as your ground truth images are both denoised and anti aliased. With ray tracing both problems are brute forced by the same approach of throwing more samples per pixel at the problem.
Re:Nvidia announces RTX 2000 GPU series with ‘6x more perfor...
by mattnewport on Monday August 20, 2018 @03:41PM
(#17803201)
There were a number of technical sessions at SIGGRAPH that went into more details, not sure if / when they'll show up on nvidia's website.