ADVERSARIAL LEARNING OF DRIVING BEHAVIOR

Patent №

US 11,636,375

Granted

2023-04-25

Filed 2018

Owner

TOYOTA RESEARCH INSTITUTE, INC.

+1 more

Lab

AI components

6

ml · vision · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15906197

Embodiments described herein disclose methods and systems for adversarial learning in autonomous vehicle path modeling. The systems and methods collect states of the vehicle in the environment to predict a path. The predicted path is compared for variance from an actual path. The variance between the paths, in light of other data, is used to modify the driving models, to create more accurate representations of expert driving in autonomous vehicle path generation.

Machine learningVisionKnowledge representationPlanningEvolutionary computationAI hardwareG06N 20/00B60W 30/0956B60W 60/001B60W 60/0015G05D 1/0088G05D 1/0221G08G 1/0112G08G 1/0129+1 more

AI classification

Machine learning1.00
Vision1.00
Planning1.00
Knowledge representation1.00
AI hardware0.99
Evolutionary computation0.61
Natural language0.02
Speech0.01

Ownership

TOYOTA RESEARCH INSTITUTE, INC.

assignment · 451340546

TOYOTA JIDOSHA KABUSHIKI KAISHA

assignment · 637020328

Assignors

OLABIYI, OLUWATOBI O.

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

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