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1. WO2022093703 - TRAINING ONE OR MORE NEURAL NETWORKS USING SYNTHETIC DATA

Publication Number WO/2022/093703
Publication Date 05.05.2022
International Application No. PCT/US2021/056477
International Filing Date 25.10.2021
IPC
G06T 1/20 2006.1
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
1General purpose image data processing
20Processor architectures; Processor configuration, e.g. pipelining
CPC
G06T 1/20
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
1General purpose image data processing
20Processor architectures; Processor configuration, e.g. pipelining
G06T 11/60
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
112D [Two Dimensional] image generation
60Editing figures and text; Combining figures or text
G06T 2207/20081
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
2207Indexing scheme for image analysis or image enhancement
20Special algorithmic details
20081Training; Learning
G06T 2207/20084
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
2207Indexing scheme for image analysis or image enhancement
20Special algorithmic details
20084Artificial neural networks [ANN]
G06T 3/4046
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
3Geometric image transformation in the plane of the image
40Scaling the whole image or part thereof
4046using neural networks
G06T 3/4053
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
3Geometric image transformation in the plane of the image
40Scaling the whole image or part thereof
4053Super resolution, i.e. output image resolution higher than sensor resolution
Applicants
  • NVIDIA CORPORATION [US]/[US]
Inventors
  • POTTORFF, Robert
  • LIU, Shiqiu
  • TAO, Andrew
  • CATANZARO, Bryan
Agents
  • LOHR, Jason
  • REDDY, Sanjiva
Priority Data
17/080,50326.10.2020US
Publication Language English (en)
Filing Language English (EN)
Designated States
Title
(EN) TRAINING ONE OR MORE NEURAL NETWORKS USING SYNTHETIC DATA
(FR) FORMATION D'UN OU DE PLUSIEURS RÉSEAUX NEURONAUX EN UTILISANT DES DONNÉES SYNTHÉTIQUES
Abstract
(EN) Apparatuses, systems, and techniques are presented to train one or more neural networks. In at least one embodiment, one or more neural networks are trained based, at least in part, on two or more versions of an image, wherein each of the two or more versions of the image are to be synthetically generated independently.
(FR) L'invention concerne des appareils, des systèmes et des techniques pour entraîner un ou plusieurs réseaux neuronaux. Dans au moins un mode de réalisation, un ou plusieurs réseaux neuronaux sont entraînés en se basant au moins en partie sur deux versions ou plus d'une image, chacune des deux versions ou plus de l'image devant être générée indépendamment de manière synthétique.
Related patent documents
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