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:
Jan. 01, 2019

Filed:

Aug. 28, 2017
Applicant:

Nec Laboratories America, Inc., Princeton, NJ (US);

Inventors:

Dongjin Song, La Jolla, CA (US);

Haifeng Chen, West Windsor, NJ (US);

Guofei Jiang, Princeton, NJ (US);

Yao Qin, Princeton, NJ (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2006.01); G06N 3/02 (2006.01); G06F 17/18 (2006.01); G06F 15/18 (2006.01); G08B 23/00 (2006.01); G08B 31/00 (2006.01); G06F 17/30 (2006.01); G06N 3/04 (2006.01); G06Q 10/06 (2012.01);
U.S. Cl.
CPC ...
G06K 9/00718 (2013.01); G06F 15/18 (2013.01); G06F 17/18 (2013.01); G06K 9/00744 (2013.01); G06N 3/04 (2013.01); G08B 23/00 (2013.01); G08B 31/00 (2013.01); G06F 17/30392 (2013.01); G06K 2009/00738 (2013.01); G06N 3/02 (2013.01); G06N 3/049 (2013.01); G06Q 10/06375 (2013.01); G06T 2207/20084 (2013.01);
Abstract

Systems and devices including an imaging sensor to capture video sequences in an environment having safety concerns therein. The systems and devices further including a processor to generate driving series based on observations from the video sequences, and generate predictions of future events based on the observations using a dual-stage attention-based recurrent neural network (DA-RNN). The DA-RNN includes an input attention mechanism to extract relevant driving series, an encoder to encode the extracted relevant driving series into hidden states, a temporal attention mechanism to extract relevant hidden states, and a decoder to decode the relevant hidden states. The processor further generates a signal for initiating an action to machines to mitigate harm to items.


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