The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Oct. 25, 2022

Filed:

Mar. 18, 2021
Applicant:

Avid Technology, Inc., Burlington, MA (US);

Inventor:

Robert Gonsalves, Wellesley, MA (US);

Assignee:

Avid Technology, Inc., Burlington, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04B 1/66 (2006.01); H04N 19/186 (2014.01); H04N 19/85 (2014.01); G06T 5/00 (2006.01); G06K 9/62 (2022.01); H04N 19/46 (2014.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); H04N 9/77 (2006.01); G06V 20/40 (2022.01);
U.S. Cl.
CPC ...
H04N 19/186 (2014.11); G06K 9/6256 (2013.01); G06N 3/0445 (2013.01); G06N 3/08 (2013.01); G06T 5/002 (2013.01); G06V 20/40 (2022.01); H04N 9/77 (2013.01); H04N 19/46 (2014.11); H04N 19/85 (2014.11); G06T 2207/10016 (2013.01); G06T 2207/10024 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01);
Abstract

Efficient processing of chroma-subsampled video is performed using convolutional neural networks (CNNs) in which the luma and chroma channels are processed separately. The luma channel is independently convolved and downsampled and, in parallel, the chroma channels are convolved and then merged with the downsampled luma to generate encoded chroma-subsampled video. Further processing of the encoded video that involves deconvolution and upsampling, splitting into two sets of channels, and further deconvolutions and upsampling is used in CNNs to generate decoded chroma-subsampled video in compression-decompression applications, to remove noise from chroma-subsampled video, or to upsample chroma-subsampled video to RGBvideo. CNNs with separate luma and chroma processing in which the further processing includes additional convolutions and downsampling may be used for object recognition and semantic search in chroma-subsampled video.


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