SYSTEMS AND METHODS FOR TRAINING A NEURAL NETWORK FOR ESTIMATING A TRAJECTORY OF A VEHICLE

Patent №

US 11,628,848

Granted

2023-04-18

Filed 2020

Owner

TOYOTA RESEARCH INSTITUTE, INC.

+1 more

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16836265

Systems and methods for training a neural network for estimating a trajectory of a vehicle are disclosed. In one embodiment, a system includes one or more processors, and a non-transitory computer-readable medium storing computer-readable instructions. The computer-readable instructions cause the one or more processors to receive sensor data of a plurality of examples from a plurality of vehicle sensors, input the sensor data into a sensor data neural network to generate a sensor data intermediate space and receive structured data of the plurality of examples. The computer-readable instructions cause the one or more processors to input the structured data into a structured data neural network to generate a structured data intermediate space, calculate a first loss between the sensor data intermediate space and the structured data intermediate space using a first loss function, and provide the first loss to the sensor data neural network and the structured data neural network.

Machine learningVisionKnowledge representationPlanningAI hardwareB60W 40/107B60W 60/0011B60W 30/12G06F 18/2413G06N 3/0455G06N 3/08G06N 3/09G06V 10/764+1 more

AI classification

Machine learning1.00
Planning1.00
Vision1.00
AI hardware1.00
Knowledge representation0.88
Natural language0.20
Speech0.01
Evolutionary computation0.00

Ownership

TOYOTA RESEARCH INSTITUTE, INC.

assignment · 527860985

TOYOTA JIDOSHA KABUSHIKI KAISHA

assignment · 637760430

Assignors

MCGILL, STEPHEN G., ROSMAN, GUY

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

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