OBJECT DETECTION IMPROVEMENT BASED ON AUTONOMOUSLY SELECTED TRAINING SAMPLES

Patent №

US 11,610,080

Granted

2023-03-21

Filed 2020

Owner

TOYOTA RESEARCH INSTITUTE, INC.

+1 more

Lab

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16854768

A method for generating positive and negative training samples is presented. The method includes identifying false positive images of an object based on multiple images of an environment. The method also includes generating positive training samples from a set of images of the object. The method further includes generating a negative training sample from the false positive image. The method still further includes training an object detection system based on the positive training samples and the negative training sample.

Machine learningVisionAI hardwareG06V 20/10G06F 18/2148G06F 18/2185G06F 18/2321G06F 18/2413G06N 3/0464G06N 3/08G06N 3/084+13 more

AI classification

Vision1.00
Machine learning1.00
AI hardware0.79
Knowledge representation0.29
Natural language0.04
Planning0.01
Speech0.01
Evolutionary computation0.00

Ownership

TOYOTA RESEARCH INSTITUTE, INC.

assignment · 525530820

TOYOTA JIDOSHA KABUSHIKI KAISHA

assignment · 630660782

Assignors

NORTHCUTT, BRANDON, STONE, KEVIN, MUSHEGIAN, KONSTANTINE

On an employer assignment, the assignors are typically the inventors.

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