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 …

Temporal techniques of denoising Monte Carlo renderings using neural networks

T Vogels, F Rousselle, J Novak, B McWilliams… - US Patent …, 2022 - Google Patents
A modular architecture is provided for denoising Monte Carlo renderings using neural
networks. The temporal approach extracts and combines feature representations from …

Denoising Monte Carlo renderings using progressive neural networks

T Vogels, F Rousselle, B McWilliams, M Meyer… - US Patent …, 2021 - 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 …

Burst image fusion and denoising using end-to-end deep neural networks

C Chen, GM Larsson, J Liu, S Sridhar… - US Patent …, 2023 - Google Patents
Electronic devices, methods, and non-transitory program storage devices for leveraging
machine learning to perform improved image fusion and/or noise reduction are disclosed …

Action recognition method and apparatus, computer storage medium, and computer device

LUO Donghao, Y Wang, GUO Chenyang… - US Patent …, 2024 - Google Patents
An action recognition method includes: obtaining original feature submaps of each of
temporal frames on a plurality of convolutional channels by using a multi-channel …

Statistical model training systems

Y Patel, R Manmatha, A Smola, SD Tran… - US Patent …, 2024 - Google Patents
Subsets of training data are selected for iterations of a statistical model through a training
process. The selection can reduce the amount of data to be processed by selecting the …

Denoising filter

S Csefalvay - US Patent 11,915,396, 2024 - Google Patents
A pixel filter has a filter module that performs a first recursive filter operation in a first
direction through a sequence of pixels to form a first filtered pixel value for each pixel, and …

Temporal techniques of denoising monte carlo renderings using neural networks

T Vogels, F Rousselle, J Novak… - US Patent App. 17 …, 2023 - Google Patents
2023-02-08 Assigned to THE WALT DISNEY COMPANY (SWITZERLAND) GMBH
reassignment THE WALT DISNEY COMPANY (SWITZERLAND) GMBH ASSIGNMENT OF …

Simultaneous dereverberation and denoising via low latency deep learning

Y Ji, R Chen, Z Liu, X Zhao, S Yao - US Patent 11,404,055, 2022 - Google Patents
A method includes extracting, from a frame of the audio sample, spectral features indicative
of cochlear impulse response of an auditory system; obtaining an estimate of a speech …

Denoising filter

S Csefalvay - US Patent 11,386,528, 2022 - Google Patents
A pixel filter has a filter module that performs a first recursive filter operation in a first
direction through a sequence of pixels to form a first filtered pixel value for each pixel, and …