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US Patent 11113832 Aperture supervision for single-view depth prediction

Patent 11113832 was granted and assigned to Google on September, 2021 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Patent Applicant
Google
Google
0
Current Assignee
Google
Google
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
111138320
Patent Inventor Names
Rahul Garg0
Neal Wadhwa0
Pratul Srinivasan0
Jonathan Barron0
Date of Patent
September 7, 2021
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Patent Application Number
201711030
Date Filed
November 3, 2017
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Patent abstract

Example embodiments allow for training of artificial neural networks (ANNs) to generate depth maps based on images. The ANNs are trained based on a plurality of sets of images, where each set of images represents a single scene and the images in such a set of images differ with respect to image aperture and/or focal distance. An untrained ANN generates a depth map based on one or more images in a set of images. This depth map is used to generate, using the image(s) in the set, a predicted image that corresponds, with respect to image aperture and/or focal distance, to one of the images in the set. Differences between the predicted image and the corresponding image are used to update the ANN. ANNs tramed in this manner are especially suited for generating depth maps used to perform simulated image blur on small-aperture images.

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