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Volumn 8, Issue 9, 2016, Pages

Object-based change detection in Urban Areas: The effects of segmentation strategy, scale, and feature space on unsupervised methods

Author keywords

High spatial resolution; MAD; Multiresolution segmentation; OBCD; Sensitivity; Specificity; Two date change detection; Worl dView 2

Indexed keywords

FEATURE EXTRACTION; OBJECT DETECTION; REMOTE SENSING;

EID: 85017388204     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs8090761     Document Type: Article
Times cited : (85)

References (49)
  • 1
    • 84958236853 scopus 로고    scopus 로고
    • A meta-analysis of remote sensing research on supervised pixel-based land-cover image classification processes: General guidelines for practitioners and future research.
    • Khatami, R.; Mountrakis, G.; Stehman, S.V. A meta-analysis of remote sensing research on supervised pixel-based land-cover image classification processes: General guidelines for practitioners and future research. Remote Sens. Environ. 2016, 177, 89-100.
    • (2016) Remote Sens. Environ. , vol.177 , pp. 89-100
    • Khatami, R.1    Mountrakis, G.2    Stehman, S.V.3
  • 2
    • 0031988679 scopus 로고    scopus 로고
    • A comparison of four algorithms for change detection in an urban environment.
    • Ridd, M.K.; Liu, L. A comparison of four algorithms for change detection in an urban environment. Remote Sens. Environ. 1998, 63, 95-100.
    • (1998) Remote Sens. Environ. , vol.63 , pp. 95-100
    • Ridd, M.K.1    Liu, L.2
  • 3
    • 84876726723 scopus 로고    scopus 로고
    • Change detection from remotely sensed images: From pixel-based to object-based approaches.
    • Hussain, M.; Chen, D.M.; Cheng, A.;Wie, H.; Stanley, D. Change detection from remotely sensed images: From pixel-based to object-based approaches. ISPRS J. Photogramm. Remote Sens. 2013, 80, 91-106.
    • (2013) ISPRS J. Photogramm. Remote Sens. , vol.80 , pp. 91-106
    • Hussain, M.1    Chen, D.M.2    Cheng, A.3    Wie, H.4    Stanley, D.5
  • 6
    • 84921032920 scopus 로고    scopus 로고
    • Building change detection in multitemporal very high resolution SAR images.
    • Marin, C.; Bovolo, F.; Bruzzone, L. Building change detection in multitemporal very high resolution SAR images. IEEE Trans. Geosci. Remote Sens. 2015, 53, 2664-2682.
    • (2015) IEEE Trans. Geosci. Remote Sens. , vol.53 , pp. 2664-2682
    • Marin, C.1    Bovolo, F.2    Bruzzone, L.3
  • 9
    • 85027927727 scopus 로고    scopus 로고
    • Improving pixel-based change detection accuracy using an object-based approach in multitemporal SAR flood images.
    • Lu, J.; Li, J.; Chen, G.; Zhao, L.; Xiong, B.; Kuang, G. Improving pixel-based change detection accuracy using an object-based approach in multitemporal SAR flood images. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2015, 8, 3486-3496.
    • (2015) IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. , vol.8 , pp. 3486-3496
    • Lu, J.1    Li, J.2    Chen, G.3    Zhao, L.4    Xiong, B.5    Kuang, G.6
  • 10
    • 84958255861 scopus 로고    scopus 로고
    • A new approach for land cover classification and change analysis: Integrating backdating and an object-based method.
    • Yu, W.; Zhou, W.; Qian, Y.; Yan, J. A new approach for land cover classification and change analysis: Integrating backdating and an object-based method. Remote Sens. Environ. 2016, 177, 37-47.
    • (2016) Remote Sens. Environ. , vol.177 , pp. 37-47
    • Yu, W.1    Zhou, W.2    Qian, Y.3    Yan, J.4
  • 12
    • 84864523414 scopus 로고    scopus 로고
    • Monitoring urban changes based on scale-space filtering and object-oriented classification.
    • Doxani, G.; Karantzalos, K.; Strati, M.T. Monitoring urban changes based on scale-space filtering and object-oriented classification. Int. J. Appl. Earth Obs. Geoinf. 2012, 15, 38-48.
    • (2012) Int. J. Appl. Earth Obs. Geoinf. , vol.15 , pp. 38-48
    • Doxani, G.1    Karantzalos, K.2    Strati, M.T.3
  • 13
    • 85017379927 scopus 로고    scopus 로고
    • Land cover changed object detection in remote sensing data with medium spatial resolution.
    • Yang, X.T.; Liu, H.; Gao, X. Land cover changed object detection in remote sensing data with medium spatial resolution. Int. J. Appl. Earth Obs. Geoinf. 2015, 38, 129-137.
    • (2015) Int. J. Appl. Earth Obs. Geoinf. , vol.38 , pp. 129-137
    • Yang, X.T.1    Liu, H.2    Gao, X.3
  • 14
    • 53849142529 scopus 로고    scopus 로고
    • Object-oriented change detection for the city of Harare, Zimbabwe.
    • Gamanya, R.; De Maeyer, P.; De Dapper, M. Object-oriented change detection for the city of Harare, Zimbabwe. Expert Syst. Appl. 2009, 36, 571-588.
    • (2009) Expert Syst. Appl. , vol.36 , pp. 571-588
    • Gamanya, R.1    De Maeyer, P.2    De Dapper, M.3
  • 15
    • 84922357427 scopus 로고    scopus 로고
    • Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery. ISPRS J. Photogramm.
    • Ma, L.; Cheng, L.; Li,M.C.; Liu, Y.X.;Ma, X.X. Training set size, scale, and features in Geographic Object-Based Image Analysis of very high resolution unmanned aerial vehicle imagery. ISPRS J. Photogramm. Remote Sens. 2015, 102, 14-27.
    • (2015) Remote Sens. , vol.102 , pp. 14-27
    • Ma, L.1    Cheng, L.2    Li, M.C.3    Liu, Y.X.4    Ma, X.X.5
  • 16
    • 85017406334 scopus 로고    scopus 로고
    • A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments.
    • Li, M.; Ma, L.; Blaschke, T.; Cheng, L.; Tiede, D. A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments. Int. J. Appl. Earth Obs. Geoinf. 2016, 49, 87-98.
    • (2016) Int. J. Appl. Earth Obs. Geoinf. , vol.49 , pp. 87-98
    • Li, M.1    Ma, L.2    Blaschke, T.3    Cheng, L.4    Tiede, D.5
  • 17
    • 1642528357 scopus 로고    scopus 로고
    • Object-based classification of remote sensing data for change detection
    • Walter, V. Object-based classification of remote sensing data for change detection. ISPRS J. Photogramm. Remote Sens. 2004, 58, 225-238.
    • (2004) ISPRS J. Photogramm. Remote Sens , vol.58 , pp. 225-238
    • Walter, V.1
  • 18
    • 85027954143 scopus 로고    scopus 로고
    • A critical synthesis of remotely sensed optical image change detection techniques
    • Tewkesbury, A.P.; Comber, A.J.; Tate, N.J.; Lamb, A.; Fisher, P.F. A critical synthesis of remotely sensed optical image change detection techniques. Remote Sens. Environ. 2015, 160, 1-14.
    • (2015) Remote Sens. Environ , vol.160 , pp. 1-14
    • Tewkesbury, A.P.1    Comber, A.J.2    Tate, N.J.3    Lamb, A.4    Fisher, P.F.5
  • 19
    • 33646129679 scopus 로고    scopus 로고
    • Forest change detection by statistical object-based method
    • Desclée, B.; Bogaert, P.; Defourny, P. Forest change detection by statistical object-based method. Remote Sens. Environ. 2006, 102, 1-11.
    • (2006) Remote Sens. Environ , vol.102 , pp. 1-11
    • Desclée, B.1    Bogaert, P.2    Defourny, P.3
  • 20
    • 43949112280 scopus 로고    scopus 로고
    • An object-based change detection method accounting for temporal dependences in time series with medium to coarse spatial resolution
    • Bontemps, S.; Bogaert, P.; Titeux, N.; Defourny, P. An object-based change detection method accounting for temporal dependences in time series with medium to coarse spatial resolution. Remote Sens. Environ. 2008, 112, 3181-3191.
    • (2008) Remote Sens. Environ , vol.112 , pp. 3181-3191
    • Bontemps, S.1    Bogaert, P.2    Titeux, N.3    Defourny, P.4
  • 21
    • 85018686921 scopus 로고    scopus 로고
    • Change detection using object features.
    • Section 2; Springer: Berlin, Germany; Heidelberg, Germany
    • Niemeyer, I.; Marpu, P.R.; Nussbaum, S. Change detection using object features. In Object-Based Image Analysis; Section 2; Springer: Berlin, Germany; Heidelberg, Germany, 2008; pp. 185-201.
    • (2008) In Object-Based Image Analysis , pp. 185-201
    • Niemeyer, I.1    Marpu, P.R.2    Nussbaum, S.3
  • 23
    • 84888068400 scopus 로고    scopus 로고
    • Assessment of the image misregistration effects on object-based change detection
    • Chen, G.; Zhao, K.; Powers, R. Assessment of the image misregistration effects on object-based change detection. ISPRS J. Photogramm. Remote Sens. 2014, 87, 19-27.
    • (2014) ISPRS J. Photogramm. Remote Sens , vol.87 , pp. 19-27
    • Chen, G.1    Zhao, K.2    Powers, R.3
  • 24
    • 84880143624 scopus 로고    scopus 로고
    • Object-based land cover change detection for cross-sensor images
    • Qin, Y.; Niu, Z.; Chen, F.; Li, B.; Ban, Y. Object-based land cover change detection for cross-sensor images. Int. J. Remote Sens. 2013, 34, 6723-6737.
    • (2013) Int. J. Remote Sens , vol.34 , pp. 6723-6737
    • Qin, Y.1    Niu, Z.2    Chen, F.3    Li, B.4    Ban, Y.5
  • 25
    • 4143139801 scopus 로고    scopus 로고
    • Assessment of a semantic statistical approach to detecting land cover change using inconsistent data sets
    • Comber, A.; Fisher, P.F.; Wadsworth, R. Assessment of a semantic statistical approach to detecting land cover change using inconsistent data sets. Photogramm. Eng. Remote Sens. 2004, 70, 931-938.
    • (2004) Photogramm. Eng. Remote Sens , vol.70 , pp. 931-938
    • Comber, A.1    Fisher, P.F.2    Wadsworth, R.3
  • 26
    • 39749101342 scopus 로고    scopus 로고
    • Monitoring shrubland habitat changes through object-based change identification with airborne multispectral imagery.
    • Stow, D.; Hamada, Y.; Coulter, L.; Anguelova, Z. Monitoring shrubland habitat changes through object-based change identification with airborne multispectral imagery. Remote Sens. Environ. 2008, 112, 1051-1061.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 1051-1061
    • Stow, D.1    Hamada, Y.2    Coulter, L.3    Anguelova, Z.4
  • 27
    • 85017360392 scopus 로고    scopus 로고
    • ENVI Version 4.3; ITT Industries, Inc.: Boulder, CO, USA
    • International Telephone and Telegraph Corp (ITT). ENVI Version 4.3; ITT Industries, Inc.: Boulder, CO, USA, 2006.
    • (2006)
  • 28
    • 0001812168 scopus 로고    scopus 로고
    • Multiresolution Segmentation: An optimization approach for high quality multi-scale image segmentation.
    • Beiträge zum AGIT-Symp. Salzburg, 2000; Strobl, J., Blaschke, T., Griesebner, G., Eds.;Wichmann-Verlag: Heidelberg, Germany
    • Baatz, M.; Schäpe, A. Multiresolution Segmentation: An optimization approach for high quality multi-scale image segmentation. In Angewandte Geographische Informationsverarbeitung, XII. Beiträge zum AGIT-Symp. Salzburg, 2000; Strobl, J., Blaschke, T., Griesebner, G., Eds.;Wichmann-Verlag: Heidelberg, Germany, 2000; pp. 12-23.
    • (2000) In Angewandte Geographische Informationsverarbeitung, XII. , pp. 12-23
    • Baatz, M.1    Schäpe, A.2
  • 30
    • 33244495276 scopus 로고    scopus 로고
    • Process for Enhancing the Spatial Resolution of Multispectral Imagery Using Pan-Sharpening.
    • U.S. Patent , 4 January 2000.
    • Laben, C.A.; Bernard, V.; Brower, W. Process for Enhancing the Spatial Resolution of Multispectral Imagery Using Pan-Sharpening. U.S. Patent 6,011,875, 4 January 2000.
    • Laben, C.A.1    Bernard, V.2    Brower, W.3
  • 32
    • 84856748060 scopus 로고    scopus 로고
    • Multispectral remote sensing from unmanned aircraft: Image processing workflows and applications for rangeland environments.
    • Laliberte, A.S.; Goforth, M.A.; Steele, C.M.; Rango, A. Multispectral remote sensing from unmanned aircraft: Image processing workflows and applications for rangeland environments. Remote Sens. 2011, 3, 2529-2551.
    • (2011) Remote Sens. , vol.3 , pp. 2529-2551
    • Laliberte, A.S.1    Goforth, M.A.2    Steele, C.M.3    Rango, A.4
  • 33
    • 84863422450 scopus 로고    scopus 로고
    • A comparative analysis of high spatial resolution IKONOS and WorldView-2 imagery for mapping urban tree species
    • Pu, R.; Landry, S. A comparative analysis of high spatial resolution IKONOS and WorldView-2 imagery for mapping urban tree species. Remote Sens. Environ. 2012, 124, 516-533.
    • (2012) Remote Sens. Environ , vol.124 , pp. 516-533
    • Pu, R.1    Landry, S.2
  • 34
    • 61349099437 scopus 로고    scopus 로고
    • Texture and scale in object-based analysis of subdecimeter resolution unmanned aerial vehicle (UAV) imagery
    • Laliberte, A.S.; Rango, A. Texture and scale in object-based analysis of subdecimeter resolution unmanned aerial vehicle (UAV) imagery. IEEE Trans. Geosci. Remote Sens. 2009, 47, 761-770.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , pp. 761-770
    • Laliberte, A.S.1    Rango, A.2
  • 35
    • 85017333413 scopus 로고    scopus 로고
    • Trappentreustraße 1, 80339 Munich, Germany,Available online: (accessed on 2 February 2011)
    • Definiens. Definiens eCognition Developer 8-User Guide. Trappentreustraße 1, 80339 Munich, Germany,Available online: http://www.definiens.com (accessed on 2 February 2011).
    • Definiens eCognition Developer 8-User Guide.
  • 37
    • 0032166282 scopus 로고    scopus 로고
    • The effects of image misregistration on the accuracy of remotely sensed change detection
    • Dai, X.L.; Khorram, S. The effects of image misregistration on the accuracy of remotely sensed change detection. IEEE Trans. Geosci. Remote Sens. 1998, 36, 1566-1577.
    • (1998) IEEE Trans. Geosci. Remote Sens , vol.36 , pp. 1566-1577
    • Dai, X.L.1    Khorram, S.2
  • 38
    • 64549085340 scopus 로고    scopus 로고
    • Updating the 2001 national land cover database land cover classification to 2006 by using Landsat imagery change detection methods
    • Xian, G.; Homer, C.; Fry, J. Updating the 2001 national land cover database land cover classification to 2006 by using Landsat imagery change detection methods. Remote Sens. Environ. 2009, 113, 1133-1147.
    • (2009) Remote Sens. Environ , vol.113 , pp. 1133-1147
    • Xian, G.1    Homer, C.2    Fry, J.3
  • 39
    • 0032036301 scopus 로고    scopus 로고
    • Multivariate Alteration Detection (MAD) and MAF postprocessing in multispectral, bitemporal image data: New approaches to change detection studies
    • Nielsen, A.A.; Conradsen, K.; Simpson, J.J. Multivariate Alteration Detection (MAD) and MAF postprocessing in multispectral, bitemporal image data: New approaches to change detection studies. Remote Sens. Environ. 1998, 64, 11-19.
    • (1998) Remote Sens. Environ , vol.64 , pp. 11-19
    • Nielsen, A.A.1    Conradsen, K.2    Simpson, J.J.3
  • 40
    • 39749119412 scopus 로고    scopus 로고
    • Automatic radiometric normalization of multitemporal satellite imagery with the iteratively re-weighted MAD transformation
    • Canty, M.J.; Nielsen, A.A. Automatic radiometric normalization of multitemporal satellite imagery with the iteratively re-weighted MAD transformation. Remote Sens. Environ. 2008, 112, 1025-1036.
    • (2008) Remote Sens. Environ , vol.112 , pp. 1025-1036
    • Canty, M.J.1    Nielsen, A.A.2
  • 41
    • 33847751877 scopus 로고    scopus 로고
    • The regularized iteratively reweighted MAD method for change detection in multi-and hyperspectral data.
    • Nielsen, A.A. The regularized iteratively reweighted MAD method for change detection in multi-and hyperspectral data. IEEE Trans. Image Process. 2007, 16, 463-478.
    • (2007) IEEE Trans. Image Process. , vol.16 , pp. 463-478
    • Nielsen, A.A.1
  • 42
    • 0034862605 scopus 로고    scopus 로고
    • Comparison of change-detection techniques for monitoring tropical forest clearing and vegetation regrowth in a time series
    • Hayes, D.J.; Sader, S.A. Comparison of change-detection techniques for monitoring tropical forest clearing and vegetation regrowth in a time series. Photogramm. Eng. Remote Sens. 2001, 67, 1067-1075.
    • (2001) Photogramm. Eng. Remote Sens , vol.67 , pp. 1067-1075
    • Hayes, D.J.1    Sader, S.A.2
  • 43
    • 48249085703 scopus 로고    scopus 로고
    • PCA-based land-use change detection and analysis using multitemporal and multisensor satellite data
    • Deng, J.S.; Wang, K.; Deng, Y.H.; Qi, G.J. PCA-based land-use change detection and analysis using multitemporal and multisensor satellite data. Int. J. Remote Sens. 2008, 29, 4823-4838.
    • (2008) Int. J. Remote Sens , vol.29 , pp. 4823-4838
    • Deng, J.S.1    Wang, K.2    Deng, Y.H.3    Qi, G.J.4
  • 44
    • 0038171506 scopus 로고    scopus 로고
    • Available online: (accessed on 19 September 2015).
    • Smith, L.I. A Tutorial on Principal Component Analysis. Available online: http://www.cs.otago.ac.nz/ cosc453/student_tutorials/principal_components.pdf (accessed on 19 September 2015).
    • A Tutorial on Principal Component Analysis
    • Smith, L.I.1
  • 45
    • 84870202759 scopus 로고    scopus 로고
    • Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation
    • Olofsson, P.; Foody, G.M.; Stehman, S.V.; Woodcock, C.E. Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation. Remote Sens. Environ. 2013, 129, 122-131.
    • (2013) Remote Sens. Environ , vol.129 , pp. 122-131
    • Olofsson, P.1    Foody, G.M.2    Stehman, S.V.3    Woodcock, C.E.4
  • 46
    • 77955275042 scopus 로고    scopus 로고
    • Assessing the accuracy of land cover change with imperfect ground reference data
    • Foody, G.M. Assessing the accuracy of land cover change with imperfect ground reference data. Remote Sens. Environ. 2010, 114, 2271-2285.
    • (2010) Remote Sens. Environ , vol.114 , pp. 2271-2285
    • Foody, G.M.1
  • 47
    • 84864808682 scopus 로고    scopus 로고
    • Monitoring landscape change in multi-use west-central Alberta, Canada using the disturbance-inventory framework
    • Linke, J.; McDermid, G.J. Monitoring landscape change in multi-use west-central Alberta, Canada using the disturbance-inventory framework. Remote Sens. Environ. 2012, 125, 112-124.
    • (2012) Remote Sens. Environ , vol.125 , pp. 112-124
    • Linke, J.1    McDermid, G.J.2
  • 48
    • 0033820790 scopus 로고    scopus 로고
    • Monitoring growth in rapidly urbanizing areas using remotely sensed data
    • Ward, D.; Phinn, S.R.; Murray, A.T. Monitoring growth in rapidly urbanizing areas using remotely sensed data. Prof. Geogr. 2000, 52, 371-386.
    • (2000) Prof. Geogr , vol.52 , pp. 371-386
    • Ward, D.1    Phinn, S.R.2    Murray, A.T.3
  • 49
    • 37249089673 scopus 로고    scopus 로고
    • Object-based change detection using correlation image analysis and image segmentation
    • Im, J.; Jensen, J.R.; Tullis, J.A. Object-based change detection using correlation image analysis and image segmentation. Int. J. Remote Sens. 2008, 29, 399-423.
    • (2008) Int. J. Remote Sens , vol.29 , pp. 399-423
    • Im, J.1    Jensen, J.R.2    Tullis, J.A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.