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US Patent 11610360 Real-time neural network radiance caching for path tracing

Patent 11610360 was granted and assigned to Nvidia on March, 2023 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
1

Patent attributes

Patent Applicant
NVIDIA
NVIDIA
1
Current Assignee
NVIDIA
NVIDIA
1
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
116103601
Patent Inventor Names
Thomas Müller1
Jan Novák1
Fabrice Pierre Armand Rousselle1
Alexander Georg Keller1
Date of Patent
March 21, 2023
1
Patent Application Number
173402221
Date Filed
June 7, 2021
1
Patent Citations
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US Patent 10909442 Neural network-based artificial intelligence system for content-based recommendations using multi-perspective learned descriptors
1
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US Patent 11436793 Systems and methods for graphics rendering based on machine learning
1
Patent Primary Examiner
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King Y. Poon
1
CPC Code
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G06N 3/084
1
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G06N 3/04
1
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G06T 15/506
1
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G06T 15/06
1

A real-time neural radiance caching technique for path-traced global illumination is implemented using a neural network for caching scattered radiance components of global illumination. The neural (network) radiance cache handles fully dynamic scenes, and makes no assumptions about the camera, lighting, geometry, and materials. In contrast with conventional caching, the data-driven approach sidesteps many difficulties of caching algorithms, such as locating, interpolating, and updating cache points. The neural radiance cache is trained via online learning during rendering. Advantages of the neural radiance cache are noise reduction and real-time performance. Importantly, the runtime overhead and memory footprint of the neural radiance cache are stable and independent of scene complexity.

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