AUTOMATED EXTRACTION OF SEMANTIC INFORMATION TO ENHANCE INCREMENTAL MAPPING MODIFICATIONS FOR ROBOTIC VEHICLES

Patent №

US 9,734,455

Granted

2017-08-15

Filed 2015

Owner

ZOOX, INC.

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14932940

Systems, methods and apparatus may be configured to implement automatic semantic classification of a detected object(s) disposed in a region of an environment external to an autonomous vehicle. The automatic semantic classification may include analyzing over a time period, patterns in a predicted behavior of the detected object(s) to infer a semantic classification of the detected object(s). Analysis may include processing of sensor data from the autonomous vehicle to generate heat maps indicative of a location of the detected object(s) in the region during the time period. Probabilistic statistical analysis may be applied to the sensor data to determine a confidence level in the inferred semantic classification. The inferred semantic classification may be applied to the detected object(s) when the confidence level exceeds a predetermined threshold value (e.g., greater than 50%).

Machine learningNatural languageVisionKnowledge representationPlanningAI hardwareG06N 7/01B60L 3/0007B60L 3/04B60L 15/20B60L 50/66B60N 2/003B60N 2/01566B60N 2/42709+92 more

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Natural language0.96
Knowledge representation0.85
Planning0.69
Speech0.01
Evolutionary computation0.00

Ownership

ZOOX, INC.

assignment · 378930394

Assignors

LEVINSON, JESSE SOL, SIBLEY, GABRIEL THURSTON, REGE, ASHUTOSH GAJANAN

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

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