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1. WO2022011056 - ATTRIBUTE-AWARE IMAGE GENERATION USING NEURAL NETWORKS

Publication Number WO/2022/011056
Publication Date 13.01.2022
International Application No. PCT/US2021/040753
International Filing Date 07.07.2021
IPC
G06T 11/60 2006.1
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
112D image generation
60Editing figures and text; Combining figures or text
CPC
G06N 3/0454
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
04Architectures, e.g. interconnection topology
0454using a combination of multiple neural nets
G06N 3/063
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
063using electronic means
G06N 3/088
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
08Learning methods
088Non-supervised learning, e.g. competitive learning
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
Applicants
  • NVIDIA CORPORATION [US]/[US]
Inventors
  • NIE, Weili
  • KARRAS, Tero Tapani
  • GARG, Animesh
  • DEBNATH, Shoubhik
  • PATNEY, Anjul
  • ANANDKUMAR, Anima
Agents
  • SCHLEIFER, David C.
  • ADAMS, Scott S.
  • ADAMS, Dylan O.
  • BOSSERT, John P.
  • BUNTS, James
  • BRUNNER, Jaron K.
  • BYER, Benjamin J.
  • CHANG, Jack
  • COLBURN, Heather M.
  • DANSKIN, Timothy A.
  • DAVISON, Barry L.
  • MCCUNE, Connor L.
  • DONOHUE, Michael J.
  • JOHNSON, Bruce L.
  • MOERSFELDER, Matthew E.
  • RABURN, Greg A.
  • RONDEAU, JR, George C.
  • ROSENTHAL, Gregory B.
  • SHIN, Joseph H.
  • VAGNER, Allison
  • VAN DYKE, Colin W.
  • WILLIAMS, Matthew D.
  • WYCKOFF, Tim R.
Priority Data
16/925,08509.07.2020US
Publication Language English (en)
Filing Language English (EN)
Designated States
Title
(EN) ATTRIBUTE-AWARE IMAGE GENERATION USING NEURAL NETWORKS
(FR) GÉNÉRATION D'IMAGES SENSIBLES À L'ATTRIBUT AU MOYEN DE RÉSEAUX NEURONAUX
Abstract
(EN) Apparatuses, systems, and techniques used to train one or more neural networks to generate images comprising one or more features. In at least one embodiment, one or more neural networks are trained to determine one or more styles for an input image and then generate features associated with said one or more styles in an output image.
(FR) L'invention concerne des appareils, des systèmes et des techniques utilisés pour entraîner un ou plusieurs réseaux neuronaux à générer des images comprenant une ou plusieurs caractéristiques. Dans au moins un mode de réalisation, un ou plusieurs réseaux neuronaux sont entraînés à déterminer un ou plusieurs styles pour une image d'entrée, puis à générer des caractéristiques associées audit ou auxdits styles dans une image de sortie.
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