SYSTEMS AND METHODS FOR IMAGE OBJECT RECOGNITION BASED ON LOCATION INFORMATION AND OBJECT CATEGORIES

Patent №

US 9,727,803

Granted

2017-08-08

Filed 2016

Owner

FACEBOOK, INC.

AI components

5

ml · nlp · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15229008

Systems, methods, and non-transitory computer-readable media can identify a set of regions corresponding to a geographical area. A collection of training images can be acquired. Each training image in the collection can be associated with one or more respective recognized objects and with a respective region in the set of regions. Histogram metrics for a plurality of object categories within each region in the set of regions can be determined based at least in part on the collection of training images. A neural network can be developed based at least in part on the histogram metrics for the plurality of object categories within each region in the set of regions and on the collection of training images.

Machine learningNatural languageVisionPlanningAI hardwareG06V 10/82G06F 18/214G06F 18/24G06F 18/2413G06N 3/0464G06N 3/084G06N 3/09G06V 10/50+2 more

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Natural language1.00
Planning0.70
Knowledge representation0.10
Speech0.01
Evolutionary computation0.00

Ownership

FACEBOOK, INC.

assignment · 393580869

Assignors

TANG, KEVIN DECHAU, BOURDEV, LUBOMIR, PALURI, BALAMANOHAR, FERGUS, ROBERT D.

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

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