Sliding Window-based Probabilistic Change Detection for Remote-sensed Images

A recent probabilistic change detection algorithm provides a way for assessing changes on remote-sensed images which is more robust to geometric and atmospheric errors than existing pixel-based methods. However, its grid (patch)-based change detection results in coarse-resolution change maps and oft...

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Published inProcedia computer science Vol. 80; pp. 2348 - 2352
Main Authors Hong, Seokyong, Vatsavai, Ranga R.
Format Journal Article
LanguageEnglish
Published Elsevier B.V 2016
Subjects
GMM
Probabilistic Change Detection
Satellite Image Processing
Sliding Window
Spatial Data Mining
Probabilistic Change Detection
Sliding Window
Spatial Data Mining
Satellite Image Processing
GMM
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Abstract A recent probabilistic change detection algorithm provides a way for assessing changes on remote-sensed images which is more robust to geometric and atmospheric errors than existing pixel-based methods. However, its grid (patch)-based change detection results in coarse-resolution change maps and often discretizes continuous changes that occur across grid boundaries. In this study, we propose a sliding window-based extension of the probabilistic change detection approach to overcome such artificial limitations.
AbstractList A recent probabilistic change detection algorithm provides a way for assessing changes on remote-sensed images which is more robust to geometric and atmospheric errors than existing pixel-based methods. However, its grid (patch)-based change detection results in coarse-resolution change maps and often discretizes continuous changes that occur across grid boundaries. In this study, we propose a sliding window-based extension of the probabilistic change detection approach to overcome such artificial limitations.
Author Vatsavai, Ranga R.
Hong, Seokyong
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Cites_doi 10.1016/S0301-4797(05)80038-6
10.1080/01431168108948362
10.3390/s8031613
10.1016/j.isprsjprs.2013.03.006
10.3390/rs3112473
10.1016/j.procs.2012.04.097
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Keywords Probabilistic Change Detection
Sliding Window
Spatial Data Mining
Satellite Image Processing
GMM
Language English
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References Philip, Gregory (bib0010) 1981; 2
Osmar, Carvalho Júnior, Renato, Guimarães, Alan, Gillespie, Nilton, Roberto (bib0005) 2011; 3
Masroor Hussain, Dongmei Chen, Angela Cheng, Hui Wei, David Stanley (bib0015) 2013; 80
Aaron Kim Ludeke, Robert, Leslie (bib0025) 1990; 31
Weiqi Zhou, Austin Troy, Morgan Grove (bib0040) 2008; 8
Don Johnson and Sinan Sinanovic. Symmetrizing the kullback-leibler distance. 2001.
Noam Shental, Aharon Bar-Hillel, Tomer Hertz, Daphna Weinshall (bib0030) 2004; 16
Ranga, Vatsavai, Jordan Graesser (bib0035) 2012; 9
10.1016/j.procs.2016.05.438_bib0020
Aaron Kim Ludeke (10.1016/j.procs.2016.05.438_bib0025) 1990; 31
Noam Shental (10.1016/j.procs.2016.05.438_bib0030) 2004; 16
Masroor Hussain (10.1016/j.procs.2016.05.438_bib0015) 2013; 80
Ranga (10.1016/j.procs.2016.05.438_bib0035) 2012; 9
Osmar (10.1016/j.procs.2016.05.438_bib0005) 2011; 3
Philip (10.1016/j.procs.2016.05.438_bib0010) 1981; 2
Weiqi Zhou (10.1016/j.procs.2016.05.438_bib0040) 2008; 8
References_xml – volume: 8
  start-page: 1613
  year: 2008
  end-page: 1636
  ident: bib0040
  article-title: Object-based land cover classification and change analysis in the baltimore metropolitan area using multitemporal high resolution remote sensing data
  publication-title: Sensors
  contributor:
    fullname: Morgan Grove
– volume: 80
  start-page: 91
  year: 2013
  end-page: 106
  ident: bib0015
  article-title: Change detection from remotely sensed images: From pixel-based to object-based approaches
  publication-title: ISPRS Journal of Photogrammetry and Remote Sensing
  contributor:
    fullname: David Stanley
– volume: 9
  start-page: 907
  year: 2012
  end-page: 916
  ident: bib0035
  article-title: Probabilistic change detection framework for analyzing settlement dynamics using very high-resolution satellite imagery
  publication-title: Procedia Computer Science
  contributor:
    fullname: Jordan Graesser
– volume: 16
  start-page: 465
  year: 2004
  end-page: 472
  ident: bib0030
  article-title: Computing gaussian mixture models with em using equivalence constraints
  publication-title: Advances in neural information processing systems
  contributor:
    fullname: Daphna Weinshall
– volume: 31
  start-page: 247
  year: 1990
  end-page: 259
  ident: bib0025
  article-title: An analysis of anthropogenic deforestation using logistic regression and gis
  publication-title: Journal of Environmental Management
  contributor:
    fullname: Leslie
– volume: 3
  start-page: 2473
  year: 2011
  end-page: 2493
  ident: bib0005
  article-title: A new approach to change vector analysis using distance and similarity measures
  publication-title: Remote Sensing
  contributor:
    fullname: Roberto
– volume: 2
  start-page: 277
  year: 1981
  end-page: 291
  ident: bib0010
  article-title: Procedures for change detection using landsat digital data
  publication-title: International Journal of Remote Sensing
  contributor:
    fullname: Gregory
– volume: 31
  start-page: 247
  issue: 3
  year: 1990
  ident: 10.1016/j.procs.2016.05.438_bib0025
  article-title: An analysis of anthropogenic deforestation using logistic regression and gis
  publication-title: Journal of Environmental Management
  doi: 10.1016/S0301-4797(05)80038-6
  contributor:
    fullname: Aaron Kim Ludeke
– volume: 2
  start-page: 277
  issue: 3
  year: 1981
  ident: 10.1016/j.procs.2016.05.438_bib0010
  article-title: Procedures for change detection using landsat digital data
  publication-title: International Journal of Remote Sensing
  doi: 10.1080/01431168108948362
  contributor:
    fullname: Philip
– ident: 10.1016/j.procs.2016.05.438_bib0020
– volume: 8
  start-page: 1613
  issue: 3
  year: 2008
  ident: 10.1016/j.procs.2016.05.438_bib0040
  article-title: Object-based land cover classification and change analysis in the baltimore metropolitan area using multitemporal high resolution remote sensing data
  publication-title: Sensors
  doi: 10.3390/s8031613
  contributor:
    fullname: Weiqi Zhou
– volume: 16
  start-page: 465
  issue: 8
  year: 2004
  ident: 10.1016/j.procs.2016.05.438_bib0030
  article-title: Computing gaussian mixture models with em using equivalence constraints
  publication-title: Advances in neural information processing systems
  contributor:
    fullname: Noam Shental
– volume: 80
  start-page: 91
  year: 2013
  ident: 10.1016/j.procs.2016.05.438_bib0015
  article-title: Change detection from remotely sensed images: From pixel-based to object-based approaches
  publication-title: ISPRS Journal of Photogrammetry and Remote Sensing
  doi: 10.1016/j.isprsjprs.2013.03.006
  contributor:
    fullname: Masroor Hussain
– volume: 3
  start-page: 2473
  issue: 11
  year: 2011
  ident: 10.1016/j.procs.2016.05.438_bib0005
  article-title: A new approach to change vector analysis using distance and similarity measures
  publication-title: Remote Sensing
  doi: 10.3390/rs3112473
  contributor:
    fullname: Osmar
– volume: 9
  start-page: 907
  year: 2012
  ident: 10.1016/j.procs.2016.05.438_bib0035
  article-title: Probabilistic change detection framework for analyzing settlement dynamics using very high-resolution satellite imagery
  publication-title: Procedia Computer Science
  doi: 10.1016/j.procs.2012.04.097
  contributor:
    fullname: Ranga
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SubjectTerms GMM
Probabilistic Change Detection
Satellite Image Processing
Sliding Window
Spatial Data Mining
Title Sliding Window-based Probabilistic Change Detection for Remote-sensed Images
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