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US Patent 11048999 Image generation method, image generation apparatus, and image generation program

Patent 11048999 was granted and assigned to Preferred Networks, Inc on June, 2021 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Patent Applicant
Preferred Networks, Inc
Preferred Networks, Inc
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Current Assignee
Preferred Networks, Inc
Preferred Networks, Inc
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
110489990
Patent Inventor Names
Takeru Miyato0
Date of Patent
June 29, 2021
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Patent Application Number
161712000
Date Filed
October 25, 2018
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Patent Citations
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US Patent 10642846 Using a generative adversarial network for query-keyword matching
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US Patent 10242292 Surgical simulation for training detection and classification neural networks
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US Patent 10319076 Producing higher-quality samples of natural images
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US Patent 10546242 Image analysis neural network systems
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US Patent 10650306 User representation using a generative adversarial network
Patent Primary Examiner
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Eric Rush
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Patent abstract

Embodiments are directed to accurately measuring a distance between a “true probability distribution: q” and a “probability distribution determined from a model of a generator: p” by D(x,y) of cGANs, so that a generated image may be made closer to a true image. A method of generating an image by using a conditional generative adversarial network constituted by two neural networks which are a generator and a discriminator, in which the discriminator outputs a result obtained from an arithmetic operation using a model of the following equation:f(x,y;θ):=f1(x,y;θ)+f2(x;θ)=yTVϕθΦ(x)+ψθΨ(ϕθΦ(x)).

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