Denoising Monte Carlo renderings using machine learning with importance sampling

T Vogels, F Rousselle, B McWilliams, M Meyer… - US Patent …, 2020 - Google Patents
Supervised machine learning using neural networks is applied to denoising images
rendered by MC path tracing. Specialization of neural networks may be achieved by using a …

Stochastic categorical autoencoder network

JK Baker - US Patent 10,679,129, 2020 - Google Patents
Computer systems and methods generate a stochastic categorical autoencoder learning
network (SCAN). The SCAN is trained to have an encoder network that outputs, subject to …

Systems and methods of patternizing logged user-initiated events for scheduling functions

MA Brisebois, AN Polikarpov… - US Patent 10,417,613, 2019 - Google Patents
In one embodiment, a method includes selecting a set of logged user-initiated events of a
user. The method further includes determining timing information, device-identification …

High-quality training data preparation for high-performance face recognition systems

Z Yi, X Wang, HW Ng, S Ma, J Liang - US Patent 10,943,096, 2021 - Google Patents
Embodiments described herein provide various examples of a face-image training data
preparation system for perform ing large-scale face-image training data acquisition, prepro …

Reverse neural network for object re-identification

F Cricrì, E Aksu, NI Xingyang - US Patent 11,188,783, 2021 - Google Patents
The invention relates to a method comprising receiving, by a neural network, a first image
comprising at least one target object; receiving, by the neural network, a second image …

Denoising monte carlo renderings using progressive neural networks

T Vogels, F Rousselle, B McWilliams, M Meyer… - US Patent …, 2020 - Google Patents
Supervised machine learning using neural networks is applied to denoising images
rendered by MC path tracing. Specialization of neural networks may be achieved by using a …

Generative adversarial network enriched driving simulation

H Song, J Peng, N Deng, S Xiao, T Qin, T Lou… - US Patent …, 2020 - Google Patents
A computer-implemented method and a system for training a computer-based autonomous
driving model used for an autonomous driving operation by an autonomous vehicle are …

Denoising Monte Carlo renderings using generative adversarial neural networks

T Vogels, F Rousselle, B McWilliams, M Meyer… - US Patent …, 2020 - Google Patents
Supervised machine learning using neural networks is applied to denoising images
rendered by MC path tracing. Specialization of neural networks may be achieved by using a …

Scene classification prediction

AL NARAYANAN, I Dwivedi, B Dariush - US Patent 11,034,357, 2021 - Google Patents
Abstract Systems and techniques for scene classification and prediction is provided herein.
A first series of image frames of an environment from a moving vehicle may be captured …

Systems and methods for robust speech recognition using generative adversarial networks

A Sriram, HW Jun, G Yashesh, S Satheesh - US Patent 10,971,142, 2021 - Google Patents
Described herein are systems and methods for a general, scalable, end-to-end framework
that uses a generative adver sarial network (GAN) objective to enable robust speech …