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:
Nov. 25, 2025

Filed:

Jan. 18, 2023
Applicant:

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

Inventors:

Brandon Northcutt, Arlington, MA (US);

Katarina Bouma, Palo Alto, CA (US);

Kevin Stone, Palo Alto, CA (US);

Konstantine Mushegian, San Francisco, CA (US);

Assignee:

TOYOTA RESEARCH INSTITUTE, INC., Los Altos, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); H03M 1/56 (2006.01); H03M 7/16 (2006.01); H04N 25/75 (2023.01); H03K 19/20 (2006.01); H03K 19/21 (2006.01);
U.S. Cl.
CPC ...
H03M 7/16 (2013.01); H03M 1/56 (2013.01); H04N 25/75 (2023.01); H03K 19/20 (2013.01); H03K 19/21 (2013.01);
Abstract

A method for training an object detection system includes estimating a location of a first object in an environment based on a density cluster map generated from a plurality of images of the environment. The method also includes generating one or more negative training samples of the first object in the environment based on the plurality of images, each of the one or more negative training samples corresponding to a second object at a location in the environment that is different than the estimated location of the first object. The method further includes generating positive training samples from a set of images of the first object. The method also includes training the object detection system to detect the first object based on the positive training samples and the negative training sample.


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