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US Patent 10319076 Producing higher-quality samples of natural images

Patent 10319076 was granted and assigned to Facebook on June, 2019 by the United States Patent and Trademark Office.

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Patent
Patent

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Patent Applicant
Facebook
Facebook
Current Assignee
Facebook
Facebook
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
10319076
Date of Patent
June 11, 2019
Patent Application Number
15624429
Date Filed
June 15, 2017
Patent Citations Received
‌
US Patent 11048999 Image generation method, image generation apparatus, and image generation program
‌
US Patent 10665225 Speaker adaption method and apparatus, and storage medium
Patent Primary Examiner
‌
Kimbinh T. Nguyen
Patent abstract

In one embodiment, a method includes accessing a plurality of generative adversarial networks (GANs) that are each applied to a particular level k of a Laplacian pyramid. Each GAN may comprise a generative model Gk and a discriminative model Dk. At each level k, the generative model Gk may take as input a noise vector zk and may output a generated image {tilde over (h)}k. At each level k, the discriminative model Dk may take as input either the generated image {tilde over (h)}k or a real image hk, and may output a probability that the input was the real image hk. The method may further include generating a sample image Ĩk from the generated images {tilde over (h)}k, wherein the sample image is based on the probabilities outputted by each of the discriminative models Dk and the generated images {tilde over (h)}k. The method may further include providing the sample image Ĩk for display.

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