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:
Jun. 04, 2024

Filed:

Jun. 18, 2021
Applicant:

Toyota Research Institute, Inc., Los Altos, CA (US);

Inventors:

Guy Rosman, Newton, MA (US);

Simon A. I. Stent, Cambridge, MA (US);

Luke Fletcher, Cambridge, MA (US);

John Leonard, Newton, MA (US);

Deepak Gopinath, Chicago, IL (US);

Katsuya Terahata, Nisshin, JP;

Assignee:

Toyota Research Institute, Inc., Los Altos, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
B60W 40/08 (2012.01); G06N 3/045 (2023.01); G06V 20/59 (2022.01); G06V 40/19 (2022.01);
U.S. Cl.
CPC ...
B60W 40/08 (2013.01); G06N 3/045 (2023.01); G06V 20/597 (2022.01); G06V 40/19 (2022.01); B60W 2420/403 (2013.01);
Abstract

A system includes a camera configured to capture image data of an environment, a monitoring system configured to generate a gaze sequences of a subject, and a computing device communicatively coupled to the camera and the monitoring system. The computing device is configured to receive the image data from the camera and the gaze sequences from the monitoring system, implement a machine learning model comprising a convolutional encoder-decoder neural network configured to process the image data and a side-channel configured to inject the gaze sequences into a decoder stage of the convolutional encoder-decoder neural network, generate, with the machine learning model, a gaze probability density heat map, and generate, with the machine learning model, an attended awareness heat map.


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