MACHINE LEARNING ACCELERATION OF COMPLEX DEFORMATIONS SUCH AS MUSCLE, SKIN AND CLOTHING SIMULATION

Methods and systems are provided preparing training data for training a neural network to simulate deformations of a surface of a CG character, for training a neural network to simulate deformations of a surface of a CG character and for employing a neural network to simulate deformations of a surfa...

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Bibliographic Details
Main Author MINOR, DAVID SEBASTIAN
Format Patent
LanguageEnglish
French
Published 18.08.2023
Subjects
CALCULATING
COMPUTING
COUNTING
IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
PHYSICS
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Summary:Methods and systems are provided preparing training data for training a neural network to simulate deformations of a surface of a CG character, for training a neural network to simulate deformations of a surface of a CG character and for employing a neural network to simulate deformations of a surface of a CG character. Matrix decomposition techniques are used to generate the training data and are subsequently used by trained neural networks during inference to reconstruct CG character surfaces. The inference methods and systems are suitable for real time animation applications.
Bibliography:Application Number: CA20223149759