SYNTHESIZING TRAINING DATA FOR BROAD AREA GEOSPATIAL OBJECT DETECTION

Patent №

US 9,767,565

Granted

2017-09-19

Filed 2016

Owner

DIGITALGLOBE, INC.

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15194541

A system for broad area geospatial object recognition, identification, classification, location and quantification, comprising an image manipulation module to create synthetically-generated images to imitate and augment an existing quantity of orthorectified geospatial images; together with a deep learning module and a convolutional neural network serving as an image analysis module, to analyze a large corpus of orthorectified geospatial images, identify and demarcate a searched object of interest from within the corpus, locate and quantify the identified or classified objects from the corpus of geospatial imagery available to the system. The system reports results in a requestor's preferred format.

Machine learningNatural languageVisionKnowledge representationPlanningAI hardwareG06V 10/774G06F 18/214G06F 18/24G06N 3/045G06N 3/0464G06N 3/08G06N 3/09G06T 5/92+8 more

AI classification

Vision1.00
Planning1.00
Natural language1.00
Machine learning0.98
AI hardware0.95
Knowledge representation0.90
Evolutionary computation0.00
Speech0.00

Ownership

DIGITALGLOBE, INC.

assignment · 391790969

Assignors

ESTRADA, ADAM, VINTON, MELANIE, JENKINS, ANDREW, BURD, CHRISTOPHER, SZOKO, SCOTT, NEWBROUGH, JOSEPH

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

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