SYSTEMS AND METHODS FOR USING MULTIPLE HYPOTHESES IN A VISUAL SIMULTANEOUS LOCALIZATION AND MAPPING SYSTEM

Patent №

US 7,135,992

Granted

2006-11-14

Filed 2003

Owner

Lab

AI components

3

ml · vision · kr

Assignment

None on record

Dataset

AIPD

2023_r1 edition

Application

10739902

The invention is related to methods and apparatus that use a visual sensor and dead reckoning sensors to process Simultaneous Localization and Mapping (SLAM). These techniques can be used in robot navigation. Advantageously, such visual techniques can be used to autonomously generate and update a map. Unlike with laser rangefinders, the visual techniques are economically practical in a wide range of applications and can be used in relatively dynamic environments, such as environments in which people move. One embodiment further advantageously uses multiple particles to maintain multiple hypotheses with respect to localization and mapping. Further advantageously, one embodiment maintains the particles in a relatively computationally-efficient manner, thereby permitting the SLAM processes to be performed in software using relatively inexpensive microprocessor-based computer systems.

Machine learningVisionKnowledge representationG05D 1/0246G01C 21/12G01C 21/206G05D 1/0231G05D 1/0234G05D 1/024G05D 1/0242G05D 1/0248+11 more

AI classification

Vision1.00
Machine learning1.00
Knowledge representation0.97
AI hardware0.46
Planning0.08
Evolutionary computation0.00
Speech0.00
Natural language0.00
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