IP Library Granted Patent US 8,548,248
Granted Patent B2
US 8,548,248 · App. 13/096,174 · Granted Oct 1, 2013

Correlated land change system and method

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Quick Facts
Patent No.
US 8,548,248
App. No.
13/096,174
Granted
Oct 1, 2013
Kind
B2
Abstract

A system and method of mapping a persistent feature change of image data at a geographic location includes selecting a plurality of satellite images from a geographic location on different dates, producing a plurality of two-date satellite change images from pairs of the satellite images, comparing the plurality of satellite change images, and detecting a persistent feature change of image data in the compared satellite change images. The system may be implemented by selecting a plurality of satellite images from a database from different dates. A change detection module measures a change between pairs of the satellite images to produce a plurality of two-date satellite change images. A change confirmation module compares the two-date satellite change images and to confirm a persistent feature change.

Claims (58)

1. A computer implemented method of mapping a persistent feature change of image data at a geographic location, the method comprising:

selecting a plurality of satellite images from a geographic location on different dates;

producing, by a processor, a plurality of two-date satellite change images from pairs of the satellite images;

comparing, with the processor, the plurality of satellite change images; and

detecting, with the processor, a persistent feature change of image data in the compared satellite change images, wherein detecting the persistent feature change of the image data consists of a triple confirmation of the persistent change by confirming

no change between three satellite images from a first date period,

no change between three satellite images from a second date period, and

a consistent change between three satellite images from the first date period to the second date period.

2. The method of claim 1 , further comprising:

displaying persistent feature change of image data on a computer generated map of the geographic location.

3. The method of claim 1 , wherein:

selecting the plurality of satellite images from the geographic location on different dates comprises selecting a date-sequential image stack from the plurality of satellite images of the geographic location; and

comparing the satellite change images comprises comparing satellite change images in a date sequential order.

4. The method of claim 1 , wherein comparing the plurality of satellite change images comprises comparing date sequential pairs of the satellite change images.

5. The method of claim 4 , further comprising:

selecting a discrete date period for the comparison of date sequential pairs of the satellite change images; and

displaying the persistent feature change of image data on a map of the geographic location for the discrete date period.

6. The method of claim 1 , wherein:

selecting comprises selecting three satellite images from the first date period and three satellite images from the second date period; and

producing comprises producing the two-date satellite change images by a comparison of

each of the three satellite images from the first date period to all of the other satellite images from the first date period,

each of the three satellite images from the second date period to all of the other satellite images from the second date period, and

each of the three satellite images from the first date period to each of the three satellite images from the second date period.

7. The method of claim 6 , wherein detecting the persistent feature change of image data in the compared satellite change images comprises:

identifying a first identical feature profile for each of the three satellite images from the first date period;

identifying a second identical feature profile for each of the three satellite images from the second date period; and

detecting a consistent change from the first identical feature profile to the second identical feature between each of the three satellite images from the first date period to the second date period.

8. The method of claim 6 , wherein:

the three satellite images from the first date period are defined as d 1 , d 2 and d 3 ;

the three satellite images from the second date period are defined as d 4 , d 5 and d 6 ;

the two-date satellite change images from the first date period include comparison of d 1 -d 2 , d 1 -d 3 and d 2 -d 3 ;

the two-date satellite change images from the second date period include comparison of d 4 -d 5 , d 4 -d 6 and d 5 -d 6 ; and

the two-date satellite change images from the first date period to the second date period include comparison of d 1 -d 4 , d 1 -d 5 , d 1 -d 6 , d 2 -d 4 , d 2 -d 5 , d 2 -d 6 , d 3 -d 4 , d 3 -d 5 and d 3 -d 6 .

9. The method of claim 1 , wherein producing the plurality of satellite change images includes:

detecting a change in a pixel at a given coordinate between a pair of the satellite images.

10. The method of claim 1 , wherein:

comparing the plurality of satellite change images includes comparing by a second processor that is configured as a change confirmation module; and

storing the detected persistent feature changes in a memory.

11. An image processing system to detect persistent changes in image features comprising:

a database that includes a plurality of satellite images from a geographic location on different dates;

a change detection module that measures a change, on a pixel-by-pixel basis, between all pairs of the satellite images to produce a plurality of two-date satellite change images; and

a change confirmation module to compare each of the plurality of two-date satellite change images and thereby confirm a persistent feature change of image data in the compared satellite change images, wherein the persistent feature change consists of a triple confirmation of the persistent change by confirming

no change between three satellite images from a first date period,

no change between three satellite images from a second date period, and

a consistent change between three satellite images from the first date period to the second date period.

12. The image processing system of claim 11 , further comprising:

a memory to store the two-date satellite change images.

13. The image processing system of claim 11 , wherein the change confirmation module applies a three date confidence level test such that confirmation of the persistent feature change requires that a pixel at a given coordinate has remained in a first state for at least three observations, has changed to a second state for at least three observations, and shows that each of the three observations from the first state shows a change from the three observations of the second state.

14. A non-transitory computer-readable recording medium containing computer-readable codes providing commands for a computer to execute a process including:

selecting a plurality of satellite images from a geographic location on different dates;

producing a plurality of two-date satellite change images from pairs of the satellite images;

comparing the plurality of satellite change images; and

detecting a persistent feature change of image data in the compared satellite change images between a first date period and a second date period by a confirmation process consisting of

no change between three satellite images from the first date period;

no change between three satellite images from the second date period; and

a consistent change between the three satellite images from the first date period to the three or more satellite images of the second date period.

15. The non-transitory computer-readable recording medium of claim 14 , wherein

selecting a plurality of satellite images from a geographic location on different dates includes selecting three satellite images from the first date period and three satellite images from the second date period.

Assignments (16)
ARTICLES OF AMENDMENT Recorded Jan 7, 2026
From: MAXAR MISSON SOLUTIONS INC.
To: VANTOR SERVICES INC.
Reel/Frame 074269/0821 →
CHANGE OF NAME Recorded Nov 18, 2025
From: MAXAR MISSION SOLUTIONS INC.
To: VANTOR SERVICES INC.
Reel/Frame 073598/0140 →
TERMINATION AND RELEASE OF SECURITY INTEREST IN PATENTS AND TRADEMARKS - RELEASE OF REEL/FRAME 044167/0396 Recorded May 4, 2023
From: ROYAL BANK OF CANADA, AS AGENT
To: MAXAR INTELLIGENCE INC.; MAXAR SPACE LLC
Reel/Frame 063543/0001 →
CHANGE OF NAME Recorded Feb 26, 2023
From: RADIANT ANALYTIC SOLUTIONS INC.; RADIANT GEOSPATIAL SOLUTIONS LLC; THE HUMAN GEO GROUP LLC
To: RADIANT MISSION SOLUTIONS INC.
Reel/Frame 062804/0887 →
CHANGE OF NAME Recorded Feb 26, 2023
From: RADIANT MISSION SOLUTIONS, INC.
To: MAXAR MISSION SOLUTIONS INC.
Reel/Frame 062804/0906 →
RELEASE OF SECURITY INTEREST Recorded Jun 21, 2022
From: WILMINGTON TRUST, NATIONAL ASSOCIATION
To: DIGITALGLOBE, INC.; SPACE SYSTEMS/LORAL, LLC; RADIANT GEOSPATIAL SOLUTIONS LLC
Reel/Frame 060390/0282 →
RELEASE OF SECURITY INTEREST IN PATENT COLLATERAL AT REEL/FRAME NO. 53866/0384 Recorded Dec 31, 2020
From: WILMINGTON TRUST, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
To: RADIANT GEOSPATIAL SOLUTIONS LLC
Reel/Frame 054885/0917 →
RELEASE OF SECURITY INTEREST IN PATENT AND TRADEMARK COLLATERAL AT REEL/FRAME NO. 51258/0517 Recorded Dec 31, 2020
From: ROYAL BANK OF CANADA, AS COLLATERAL AGENT
To: RADIANT GEOSPATIAL SOLUTIONS LLC
Reel/Frame 054885/0909 →
RELEASE OF SECURITY INTEREST IN PATENT COLLATERAL AT REEL/FRAME NO. 51262/0824 Recorded Dec 31, 2020
From: WILMINGTON TRUST, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
To: RADIANT GEOSPATIAL SOLUTIONS LLC
Reel/Frame 054885/0939 →
PATENT SECURITY AGREEMENT Recorded Sep 23, 2020
From: RADIANT GEOSPATIAL SOLUTIONS LLC
To: WILMINGTON TRUST, NATIONAL ASSOCIATION, AS NOTES COLLATERAL AGENT
Reel/Frame 053866/0384 →
SECURITY AGREEMENT (NOTES) Recorded Dec 12, 2019
From: DIGITALGLOBE, INC.; RADIANT GEOSPATIAL SOLUTIONS LLC; SPACE SYSTEMS/LORAL, LLC (F/K/A SPACE SYSTEMS/LORAL INC.)
To: WILMINGTON TRUST, NATIONAL ASSOCIATION, - AS NOTES COLLATERAL AGENT
Reel/Frame 051262/0824 →
AMENDED AND RESTATED U.S. PATENT AND TRADEMARK SECURITY AGREEMENT Recorded Dec 11, 2019
From: RADIANT GEOSPATIAL SOLUTIONS LLC
To: ROYAL BANK OF CANADA, AS COLLATERAL AGENT
Reel/Frame 051258/0517 →
CHANGE OF NAME Recorded Nov 7, 2018
From: MDA INFORMATION SYSTEMS, LLC
To: RADIANT GEOSPATIAL SOLUTIONS LLC
Reel/Frame 047445/0854 →
SECURITY INTEREST Recorded Oct 5, 2017
From: DIGITALGLOBE, INC.; MACDONALD, DETTWILER AND ASSOCIATES LTD.; MACDONALD, DETTWILER AND ASSOCIATES CORPORATION; MACDONALD, DETTWILER AND ASSOCIATES INC.; MDA GEOSPATIAL SERVICES INC.; SPACE SYSTEMS/LORAL, LLC; MDA INFORMATION SYSTEMS LLC
To: ROYAL BANK OF CANADA, AS THE COLLATERAL AGENT
Reel/Frame 044167/0396 →
MERGER Recorded Dec 24, 2014
From: MDA INFORMATION SYSTEMS, INC.
To: MDA INFORMATION SYSTEMS LLC
Reel/Frame 034583/0363 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 27, 2013
From: MITCHELL, ROGER A.; DYKSTRA, JON D.; FINN, MICHAEL V.
To: MDA INFORMATION SYSTEMS, INC.
Reel/Frame 031088/0688 →