메뉴 건너뛰기




Volumn 10, Issue 4, 2018, Pages

An approach for unsupervised change detection in multitemporal VHR images acquired by different multispectral sensors

Author keywords

Change detection; Change Vector Analysis; Multisensor; Multitemporal; Remote Sensing; Tasseled Cap; Very High Resolution images

Indexed keywords

GEOMETRICAL OPTICS; LINEAR TRANSFORMATIONS; MATHEMATICAL TRANSFORMATIONS; REMOTE SENSING; SPACE OPTICS;

EID: 85045963810     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs10040533     Document Type: Article
Times cited : (54)

References (62)
  • 1
    • 0031988679 scopus 로고    scopus 로고
    • A comparison of four algorithms for change detection in an urban environment
    • Ridd, M.K.; Liu, J. 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, J.2
  • 2
    • 33846007269 scopus 로고    scopus 로고
    • Multiple support vector machines for land cover change detection: An application for mapping urban extensions
    • Nemmour, H.; Chibani, Y. Multiple support vector machines for land cover change detection: An application for mapping urban extensions. ISPRS J. Photogramm. Remote Sens. 2006, 61, 125-133
    • (2006) ISPRS J. Photogramm. Remote Sens , vol.61 , pp. 125-133
    • Nemmour, H.1    Chibani, Y.2
  • 3
    • 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
  • 4
    • 77957346488 scopus 로고    scopus 로고
    • Using multi-temporal remote sensor imagery to detect earthquake-triggered landslides
    • Yang, X.; Chen, L. Using multi-temporal remote sensor imagery to detect earthquake-triggered landslides. Int. J. Appl. Earth Obs. Geoinf. 2010, 12, 487-495
    • (2010) Int. J. Appl. Earth Obs. Geoinf , vol.12 , pp. 487-495
    • Yang, X.1    Chen, L.2
  • 5
    • 84874545870 scopus 로고    scopus 로고
    • A novel framework for the design of change-detection systems for very-highresolution remote sensing images
    • Bruzzone, L.; Bovolo, F. A novel framework for the design of change-detection systems for very-highresolution remote sensing images. Proc. IEEE 2013, 101, 609-630
    • (2013) Proc. IEEE , vol.101 , pp. 609-630
    • Bruzzone, L.1    Bovolo, F.2
  • 6
    • 84901856720 scopus 로고    scopus 로고
    • The importance of physical quantities for the analysis of multitemporal and multiangular optical very high spatial resolution images
    • Pacifici, F.; Longbotham, N.; Emery, W.J. The importance of physical quantities for the analysis of multitemporal and multiangular optical very high spatial resolution images. IEEE Trans. Geosci. Remote Sens. 2014, 52, 6241-6256
    • (2014) IEEE Trans. Geosci. Remote Sens , vol.52 , pp. 6241-6256
    • Pacifici, F.1    Longbotham, N.2    Emery, W.J.3
  • 7
    • 0024163367 scopus 로고
    • Radiometric scene normalization using pseudoinvariant features
    • Schott, J.R.; Salvaggio, C.; Volchok, W.J. Radiometric scene normalization using pseudoinvariant features. Remote Sens. Environ. 1988, 26, 1-16
    • (1988) Remote Sens. Environ , vol.26 , pp. 1-16
    • Schott, J.R.1    Salvaggio, C.2    Volchok, W.J.3
  • 8
    • 0026002269 scopus 로고
    • Radiometric rectification: Toward a common radiometric response among multidate, multisensor images
    • Hall, F.G.; Strebel, D.E.; Nickeson, J.E.; Goetz, S.J. Radiometric rectification: Toward a common radiometric response among multidate, multisensor images. Remote Sens. Environ. 1991, 35, 11-27
    • (1991) Remote Sens. Environ , vol.35 , pp. 11-27
    • Hall, F.G.1    Strebel, D.E.2    Nickeson, J.E.3    Goetz, S.J.4
  • 9
    • 0029502582 scopus 로고
    • Relative radiometric normalization of Landsat Multispectral Scanner (MSS) data using an automated scattergram controlled regression
    • Elvidge, C.D.; Yuan, D.; Werackoon, R.D.; Lunetta, R.S. Relative radiometric normalization of Landsat Multispectral Scanner (MSS) data using an automated scattergram controlled regression. Photogramm. Eng. Remote Sens. 1995, 61, 1255-1260
    • (1995) Photogramm. Eng. Remote Sens , vol.61 , pp. 1255-1260
    • Elvidge, C.D.1    Yuan, D.2    Werackoon, R.D.3    Lunetta, R.S.4
  • 10
    • 0033873756 scopus 로고    scopus 로고
    • Relative radiometric normalization performance for change detection from multi-date satellite images
    • Yang, X.J.; Lo, C.P. Relative radiometric normalization performance for change detection from multi-date satellite images. Photogramm. Eng. Remote Sens. 2000, 66, 967-980
    • (2000) Photogramm. Eng. Remote Sens , vol.66 , pp. 967-980
    • Yang, X.J.1    Lo, C.P.2
  • 11
    • 2942722782 scopus 로고    scopus 로고
    • Automatic radiometric normalization of multitemporal satellite imagery
    • Canty, M.J.; Nielsen, A.A.; Schmidt, M. Automatic radiometric normalization of multitemporal satellite imagery. Remote Sens. Environ. 2004, 91, 441-451
    • (2004) Remote Sens. Environ , vol.91 , pp. 441-451
    • Canty, M.J.1    Nielsen, A.A.2    Schmidt, M.3
  • 12
    • 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
  • 13
    • 37249083415 scopus 로고    scopus 로고
    • A comparative study on radiometric normalization using high resolution satellite images
    • Hong, G.; Zhang, Y. A comparative study on radiometric normalization using high resolution satellite images. Int. J. Remote Sens. 2008, 29, 425-438
    • (2008) Int. J. Remote Sens , vol.29 , pp. 425-438
    • Hong, G.1    Zhang, Y.2
  • 14
    • 70350458726 scopus 로고    scopus 로고
    • The research on relative radiometric normalization for change detection of multitemporal images
    • Zhang, H.; Chen, J.; Mao, Z. The research on relative radiometric normalization for change detection of multitemporal images. Image Signal Process. Remote Sens. XV 2009, 7477, 747714
    • (2009) Image Signal Process. Remote Sens. XV , vol.7477
    • Zhang, H.1    Chen, J.2    Mao, Z.3
  • 18
    • 84896262410 scopus 로고    scopus 로고
    • Current situation and needs of change detection techniques
    • Lu, D.; Li, G.; Moran, E. Current situation and needs of change detection techniques. Int. J. Image Data Fusion 2014, 5, 13-38
    • (2014) Int. J. Image Data Fusion , vol.5 , pp. 13-38
    • Lu, D.1    Li, G.2    Moran, E.3
  • 19
    • 33947591833 scopus 로고    scopus 로고
    • A survey of image classification methods and techniques for improving classification performance
    • Lu, D.; Weng, Q. A survey of image classification methods and techniques for improving classification performance. Int. J. Remote Sens. 2007, 28, 823-870
    • (2007) Int. J. Remote Sens , vol.28 , pp. 823-870
    • Lu, D.1    Weng, Q.2
  • 20
    • 84876726723 scopus 로고    scopus 로고
    • Change detection from remotely sensed images: From pixel-based to object-based approaches
    • Hussain, M.; Chen, D.; Cheng, A.; Wei, 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.2    Cheng, A.3    Wei, H.4    Stanley, D.5
  • 21
    • 84943795616 scopus 로고    scopus 로고
    • The time variable in data fusion: A change detection perspective
    • Bovolo, F.; Bruzzone, L. The time variable in data fusion: A change detection perspective. IEEE Geosci. Remote Sens. Mag. 2015, 3, 8-26
    • (2015) IEEE Geosci. Remote Sens. Mag , vol.3 , pp. 8-26
    • Bovolo, F.1    Bruzzone, L.2
  • 22
    • 33846223394 scopus 로고    scopus 로고
    • A theoretical framework for unsupervised change detection based on change vector analysis in the polar domain
    • Bovolo, F.; Bruzzone, L. A theoretical framework for unsupervised change detection based on change vector analysis in the polar domain. IEEE Trans. Geosci. Remote Sens. 2007, 45, 218-236
    • (2007) IEEE Trans. Geosci. Remote Sens , vol.45 , pp. 218-236
    • Bovolo, F.1    Bruzzone, L.2
  • 23
    • 0242500422 scopus 로고    scopus 로고
    • Land-use/land-cover change detection using improved change-vector analysis
    • Chen, J.; Gong, P.; He, C.; Pu, R.; Shi, P. Land-use/land-cover change detection using improved change-vector analysis. Photogramm. Eng. Remote Sens. 2003, 69, 369-379
    • (2003) Photogramm. Eng. Remote Sens , vol.69 , pp. 369-379
    • Chen, J.1    Gong, P.2    He, C.3    Pu, R.4    Shi, P.5
  • 24
    • 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
  • 29
    • 84869051180 scopus 로고    scopus 로고
    • Monitoring vegetation regeneration and deforestation using change vector analysis: Mt. St. Helens study Area
    • Baltimore, MD, USA, 7-11 March
    • Kuzera, K.; Rogan, J.; Eastman, J.R. Monitoring vegetation regeneration and deforestation using change vector analysis: Mt. St. Helens study Area. In Proceedings of the ASPRS 2005 Annual Conference, Baltimore, MD, USA, 7-11 March 2005
    • (2005) Proceedings of the ASPRS 2005 Annual Conference
    • Kuzera, K.1    Rogan, J.2    Eastman, J.R.3
  • 30
    • 85045993230 scopus 로고    scopus 로고
    • A comparative study of various urban change detection techniques using high spatial resolution commercial satellite images: Quickbird andWorldview-2
    • Kozhikkodan-Veettil, B.; Pereira-Zanardi, R. A comparative study of various urban change detection techniques using high spatial resolution commercial satellite images: Quickbird andWorldview-2. Int. J. Adv. Remote Sens. GIS 2012, 1, 76-84
    • (2012) Int. J. Adv. Remote Sens. GIS , vol.1 , pp. 76-84
    • Kozhikkodan-Veettil, B.1    Pereira-Zanardi, R.2
  • 31
    • 84890425349 scopus 로고    scopus 로고
    • Building change detection based on satellite stereo imagery and digital surface models
    • Tian, J.; Cui, S.; Reinartz, P. Building change detection based on satellite stereo imagery and digital surface models. IEEE Trans. Geosci. Remote Sens. 2014, 52, 406-417
    • (2014) IEEE Trans. Geosci. Remote Sens , vol.52 , pp. 406-417
    • Tian, J.1    Cui, S.2    Reinartz, P.3
  • 32
    • 84930079709 scopus 로고    scopus 로고
    • Recent advances on 2D and 3D change detection in urban environments from remote sensing data
    • Geotechnologies and the Environment; Springer: Cham, Switzerland
    • Karantzalos, K. Recent advances on 2D and 3D change detection in urban environments from remote sensing data. In Computational Approaches for Urban Environments; Geotechnologies and the Environment; Springer: Cham, Switzerland, 2015; pp. 237-272. ISBN 978-3-319-11468-2
    • (2015) Computational Approaches for Urban Environments , pp. 237-272
    • Karantzalos, K.1
  • 33
    • 84962575987 scopus 로고    scopus 로고
    • Building change detection through multi-scale GEOBIA approach by integrating deep belief networks with fuzzy ontologies
    • Argyridis, A.; Argialas, D.P. Building change detection through multi-scale GEOBIA approach by integrating deep belief networks with fuzzy ontologies. Int. J. Image Data Fusion 2016, 7, 148-171
    • (2016) Int. J. Image Data Fusion , vol.7 , pp. 148-171
    • Argyridis, A.1    Argialas, D.P.2
  • 34
    • 85027952832 scopus 로고    scopus 로고
    • An adaptive semisupervised approach to the detection of user-defined recurrent changes in image time series
    • Zanotta, D.C.; Bruzzone, L.; Bovolo, F.; Shimabukuro, Y.E. An adaptive semisupervised approach to the detection of user-defined recurrent changes in image time series. IEEE Trans. Geosci. Remote Sens. 2015, 53, 3707-3719
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , pp. 3707-3719
    • Zanotta, D.C.1    Bruzzone, L.2    Bovolo, F.3    Shimabukuro, Y.E.4
  • 35
    • 0036684357 scopus 로고    scopus 로고
    • Blobworld: Image segmentation using expectationmaximization and its application to image querying
    • Carson, C.; Belongie, S.; Greenspan, H.; Malik, J. Blobworld: Image segmentation using expectationmaximization and its application to image querying. IEEE Trans. Pattern Anal. Mach. Intell. 2002, 24, 1026-1038
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell , vol.24 , pp. 1026-1038
    • Carson, C.1    Belongie, S.2    Greenspan, H.3    Malik, J.4
  • 36
    • 80053550452 scopus 로고    scopus 로고
    • Automatic multilevel thresholding based on two-stage Otsu's method with cluster determination by valley estimation
    • Huang, D.Y.; Lin, T.W.; Hu, W.C. Automatic multilevel thresholding based on two-stage Otsu's method with cluster determination by valley estimation. Int. J. Innov. Comput. Inf. Control 2011, 7, 5631-5644
    • (2011) Int. J. Innov. Comput. Inf. Control , vol.7 , pp. 5631-5644
    • Huang, D.Y.1    Lin, T.W.2    Hu, W.C.3
  • 37
    • 77953718575 scopus 로고    scopus 로고
    • A context-sensitive technique robust to registration noise for change detection in VHR multispectral images
    • Marchesi, S.; Bovolo, F.; Bruzzone, L. A context-sensitive technique robust to registration noise for change detection in VHR multispectral images. IEEE Trans. Image Process. 2010, 19, 1877-1889
    • (2010) IEEE Trans. Image Process , vol.19 , pp. 1877-1889
    • Marchesi, S.1    Bovolo, F.2    Bruzzone, L.3
  • 39
    • 33947677651 scopus 로고    scopus 로고
    • Detecting man-made structures and changes in satellite imagery with a content-based information retrieval system built on self-organizing maps
    • Molinier, M.; Laaksonen, J.; Hame, T. Detecting man-made structures and changes in satellite imagery with a content-based information retrieval system built on self-organizing maps. IEEE Trans. Geosci. Remote Sens. 2007, 45, 861-874
    • (2007) IEEE Trans. Geosci. Remote Sens , vol.45 , pp. 861-874
    • Molinier, M.1    Laaksonen, J.2    Hame, T.3
  • 41
    • 84938985256 scopus 로고    scopus 로고
    • Understanding angular effects in VHR imagery and their significance for urban land-cover model portability: A study of two multi-angle in-track image sequences
    • Matasci, G.; Longbotham, N.; Pacifici, F.; Kanevski, M.; Tuia, D. Understanding angular effects in VHR imagery and their significance for urban land-cover model portability: A study of two multi-angle in-track image sequences. ISPRS J. Photogramm. Remote Sens. 2015, 107, 99-111
    • (2015) ISPRS J. Photogramm. Remote Sens , vol.107 , pp. 99-111
    • Matasci, G.1    Longbotham, N.2    Pacifici, F.3    Kanevski, M.4    Tuia, D.5
  • 42
    • 53849115090 scopus 로고    scopus 로고
    • Hyperspectral and multiangle CHRIS-PROBA images for the generation of land cover maps
    • Duca, R.; Frate, F.D. Hyperspectral and multiangle CHRIS-PROBA images for the generation of land cover maps. IEEE Trans. Geosci. Remote Sens. 2008, 46, 2857-2866
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.46 , pp. 2857-2866
    • Duca, R.1    Frate, F.D.2
  • 43
    • 3843063442 scopus 로고    scopus 로고
    • The PROBA/CHRIS mission: A low-cost smallsat for hyperspectral multiangle observations of the Earth surface and atmosphere
    • Barnsley, M.J.; Settle, J.J.; Cutter, M.A.; Lobb, D.R.; Teston, F. The PROBA/CHRIS mission: A low-cost smallsat for hyperspectral multiangle observations of the Earth surface and atmosphere. IEEE Trans. Geosci. Remote Sens. 2004, 42, 1512-1520
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , pp. 1512-1520
    • Barnsley, M.J.1    Settle, J.J.2    Cutter, M.A.3    Lobb, D.R.4    Teston, F.5
  • 44
    • 85027947948 scopus 로고    scopus 로고
    • An approach to fine coregistration between very high resolution multispectral images based on registration noise distribution
    • Han, Y.; Bovolo, F.; Bruzzone, L. An approach to fine coregistration between very high resolution multispectral images based on registration noise distribution. IEEE Trans. Geosci. Remote Sens. 2015, 53, 6650-6662
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , pp. 6650-6662
    • Han, Y.1    Bovolo, F.2    Bruzzone, L.3
  • 45
    • 17444367316 scopus 로고    scopus 로고
    • An IHS and wavelet integrated approach to improve pan-sharpening visual quality of natural colour IKONOS and QuickBird images
    • Zhang, Y.; Hong, G. An IHS and wavelet integrated approach to improve pan-sharpening visual quality of natural colour IKONOS and QuickBird images. Inf. Fusion 2005, 6, 225-234
    • (2005) Inf. Fusion , vol.6 , pp. 225-234
    • Zhang, Y.1    Hong, G.2
  • 46
    • 0033707763 scopus 로고    scopus 로고
    • Automatic analysis of the difference image for unsupervised change detection
    • Bruzzone, L.; Fernández-Prieto, D. Automatic analysis of the difference image for unsupervised change detection. IEEE Trans. Geosci. Remote Sens. 2000, 38, 1171-1182
    • (2000) IEEE Trans. Geosci. Remote Sens , vol.38 , pp. 1171-1182
    • Bruzzone, L.1    Fernández-Prieto, D.2
  • 48
    • 58149483518 scopus 로고    scopus 로고
    • A multilevel parcel-based approach to change detection in very high resolution multitemporal images
    • Bovolo, F. A multilevel parcel-based approach to change detection in very high resolution multitemporal images. IEEE Geosci. Remote Sens. Lett. 2009, 6, 33-37
    • (2009) IEEE Geosci. Remote Sens. Lett , vol.6 , pp. 33-37
    • Bovolo, F.1
  • 49
    • 0002252043 scopus 로고
    • The tasselled cap-A graphic description of the spectral-temporal development of agricultural crops as seen by Landsat
    • Indiana, 29 June-1 July
    • Kauth, R.J.; Thomas, G.S. The tasselled cap-A graphic description of the spectral-temporal development of agricultural crops as seen by Landsat. In Proceedings of the Symposium on Machine Processing of Remotely Sensed Data, West Lafayette, Indiana, 29 June-1 July 1976; pp. 4B-41-4B-50
    • (1976) Proceedings of the Symposium on Machine Processing of Remotely Sensed Data, West Lafayette , pp. 4B.41-4B.50
    • Kauth, R.J.1    Thomas, G.S.2
  • 50
    • 84891457944 scopus 로고    scopus 로고
    • Orthogonal equations of multi-spectral satellite imagery for the identification of un-excavated archaeological sites
    • Agapiou, A.; Alexakis, D.D.; Sarris, A.; Hadjimitsis, D.G. Orthogonal equations of multi-spectral satellite imagery for the identification of un-excavated archaeological sites. Remote Sens. 2013, 5, 6560-6586
    • (2013) Remote Sens , vol.5 , pp. 6560-6586
    • Agapiou, A.1    Alexakis, D.D.2    Sarris, A.3    Hadjimitsis, D.G.4
  • 51
    • 0034521616 scopus 로고    scopus 로고
    • A minimum-cost thresholding technique for unsupervised change detection
    • Bruzzone, L.; Fernández-Prieto, D. A minimum-cost thresholding technique for unsupervised change detection. Int. J. Remote Sens. 2000, 21, 3539-3544
    • (2000) Int. J. Remote Sens , vol.21 , pp. 3539-3544
    • Bruzzone, L.1    Fernández-Prieto, D.2
  • 54
    • 85045999545 scopus 로고    scopus 로고
    • accessed on 15 January 2018
    • DigitalGlobe Foundation. Available online: http://foundation.digitalglobe.com/(accessed on 15 January 2018)
  • 56
    • 85045966415 scopus 로고    scopus 로고
    • accessed on 15 January 2018
    • DigitalGlobe Atmospheric Compensation. Available online: http://explore.digitalglobe.com/AComp.html? utm_source=blog&utm_medium=website&utm_campaign=AComp (accessed on 15 January 2018)
  • 57
    • 84906783937 scopus 로고    scopus 로고
    • A three-dimensional model-based approach to the estimation of the tree top height by fusing low-density LiDAR data and very high resolution optical images
    • Paris, C.; Bruzzone, L. A three-dimensional model-based approach to the estimation of the tree top height by fusing low-density LiDAR data and very high resolution optical images. IEEE Trans. Geosci. Remote Sens. 2015, 53, 467-480
    • (2015) IEEE Trans. Geosci. Remote Sens , vol.53 , pp. 467-480
    • Paris, C.1    Bruzzone, L.2
  • 58
    • 85045982857 scopus 로고    scopus 로고
    • accessed on 15 January 2018
    • ENVI-The Leading Geospatial Analytics Software|Harris Geospatial. Available online: http://www. harrisgeospatial.com/SoftwareTechnology/ENVI.aspx (accessed on 15 January 2018)
  • 59
    • 33744742639 scopus 로고    scopus 로고
    • A comparative study on shadow compensation of color aerial images in invariant color models
    • Tsai, V.J.D. A comparative study on shadow compensation of color aerial images in invariant color models. IEEE Trans. Geosci. Remote Sens. 2006, 44, 1661-1671
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , pp. 1661-1671
    • Tsai, V.J.D.1
  • 61
    • 84896338159 scopus 로고    scopus 로고
    • Presentation of the Kauth-Thomas transform for WorldView-2 reflectance data
    • Yarbrough, L.D.; Navulur, K.; Ravi, R. Presentation of the Kauth-Thomas transform for WorldView-2 reflectance data. Remote Sens. Lett. 2014, 5, 131-138
    • (2014) Remote Sens. Lett , vol.5 , pp. 131-138
    • Yarbrough, L.D.1    Navulur, K.2    Ravi, R.3
  • 62
    • 85046001929 scopus 로고    scopus 로고
    • accessed on 8 March 2018
    • EM Image Segmentation-File Exchange-MATLAB Central. Available online: http://it.mathworks.com/matlabcentral/fileexchange/10956-em-image-segmentation (accessed on 8 March 2018)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.