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US Patent 12002236 Automated gesture identification using neural networks

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Is a
Patent
Patent
0

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
120022360
Patent Inventor Names
Trevor Chandler0
Dallas Nash0
Michael Menefee0
Date of Patent
June 4, 2024
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Patent Application Number
173975230
Date Filed
August 9, 2021
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Patent Citations
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US Patent 8751215 Machine based sign language interpreter
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US Patent D722315 Eye-controlled computer
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US Patent D752460 Diagnostic testing apparatus
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US Patent 9305229 Method and system for vision based interfacing with a computer
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US Patent 9418458 Graph image representation from convolutional neural networks
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US Patent 9715252 Unified desktop docking behavior for window stickiness
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US Patent 10037458 Automated sign language recognition
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Patent Primary Examiner
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Mekonen T Bekele
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CPC Code
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G06T 7/90
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G06F 3/017
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G06F 3/0304
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G06N 3/006
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G06N 3/04
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G06N 3/08
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G06V 40/165
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G06V 40/23
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Patent abstract

Disclosed are methods, apparatus and systems for gesture recognition based on neural network processing. One exemplary method for identifying a gesture communicated by a subject includes receiving a plurality of images associated with the gesture, providing the plurality of images to a first 3-dimensional convolutional neural network (3D CNN) and a second 3D CNN, where the first 3D CNN is operable to produce motion information, where the second 3D CNN is operable to produce pose and color information, and where the first 3D CNN is operable to implement an optical flow algorithm to detect the gesture, fusing the motion information and the pose and color information to produce an identification of the gesture, and determining whether the identification corresponds to a singular gesture across the plurality of images using a recurrent neural network that comprises one or more long short-term memory units.

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