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US Patent 11551060 Identifying image aesthetics using region composition graphs

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Is a
Patent
Patent

Patent attributes

Patent Applicant
Netflix
Netflix
Current Assignee
Netflix
Netflix
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11551060
Date of Patent
January 10, 2023
Patent Application Number
16677161
Date Filed
November 7, 2019
Patent Primary Examiner
‌
Nancy Bitar
CPC Code
‌
G06K 9/6256
‌
G06K 9/6272
‌
G06K 9/6271
‌
G06T 7/11
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G06T 2207/20084
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G06T 2207/20072
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G06T 2207/30168
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G06T 7/0002
...

The disclosed computer-implemented method may include generating a three-dimensional (3D) feature map for a digital image using a fully convolutional network (FCN). The 3D feature map may be configured to identify features of the digital image and identify an image region for each identified feature. The method may also include generating a region composition graph that includes the identified features and image regions. The region composition graph may be configured to model mutual dependencies between features of the 3D feature map. The method may further include performing a graph convolution on the region composition graph to determine a feature aesthetic value for each node according to the weightings in the node's weighted connecting segments, and calculating a weighted average for each node's feature aesthetic value to provide a combined level of aesthetic appeal for the digital image. Various other methods, systems, and computer-readable media are also disclosed.

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