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US Patent 11308628 Patch-based image matting using deep learning

Patent 11308628 was granted and assigned to Adobe Inc. on April, 2022 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
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Patent attributes

Patent Applicant
Adobe Inc.
Adobe Inc.
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Current Assignee
Adobe Inc.
Adobe 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
113086280
Patent Inventor Names
Ning Xu0
Date of Patent
April 19, 2022
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Patent Application Number
168478190
Date Filed
April 14, 2020
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Patent Primary Examiner
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Quan M Hua
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CPC Code
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G06N 5/02
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G06N 3/00
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G06T 7/11
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G06T 7/194
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G06T 7/00
0
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G06T 7/174
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G06T 15/20
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G06T 17/00
0
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Methods and systems are provided for generating mattes for input images. A neural network system is trained to generate a matte for an input image utilizing contextual information within the image. Patches from the image and a corresponding trimap are extracted, and alpha values for each individual image patch are predicted based on correlations of features in different regions within the image patch. Predicting alpha values for an image patch may also be based on contextual information from other patches extracted from the same image. This contextual information may be determined by determining correlations between features in the query patch and context patches. The predicted alpha values for an image patch form a matte patch, and all matte patches generated for the patches are stitched together to form an overall matte for the input image.

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