메뉴 건너뛰기




Volumn 29, Issue 7, 2014, Pages 792-806

Per-pixel and object-oriented classification methods for mapping urban land cover extraction using SPOT 5 imagery

Author keywords

classification; GIS; LULC; object based; pixel based; remote sensing; SPOT 5

Indexed keywords


EID: 84905733761     PISSN: 10106049     EISSN: None     Source Type: Journal    
DOI: 10.1080/10106049.2013.848944     Document Type: Article
Times cited : (58)

References (50)
  • 1
    • 79960322234 scopus 로고    scopus 로고
    • Improvement of land-use classification using object-oriented and fuzzy logic approach
    • AlFugara AM, Pradhan B, Mohamed TA. 2009. Improvement of land-use classification using object-oriented and fuzzy logic approach. Appl Geomatics. 1:111-120.
    • (2009) Appl Geomatics , vol.1 , pp. 111-120
    • AlFugara, A.M.1    Pradhan, B.2    Mohamed, T.A.3
  • 2
    • 84896389614 scopus 로고    scopus 로고
    • Urban sprawl analysis of tripoli metropolitan city (Libya) using remote sensing data and multivariate logistic regression model
    • Alsharif AAA, Pradhan B. 2013. Urban sprawl analysis of tripoli metropolitan city (Libya) using remote sensing data and multivariate logistic regression model. J Indian Soc Remote Sens. doi:10.1007/s12524-013-0299-7.
    • (2013) J Indian Soc Remote Sens
    • Alsharif, A.A.A.1    Pradhan, B.2
  • 3
    • 77956637110 scopus 로고    scopus 로고
    • Per-pixel and object-oriented classification methods for mapping urban features using Ikonos satellite data
    • Bhaskaran S, Paramananda S, Ramnarayan M. 2010. Per-pixel and object-oriented classification methods for mapping urban features using Ikonos satellite data. Appl Geogr. 30:650-665.
    • (2010) Appl Geogr , vol.30 , pp. 650-665
    • Bhaskaran, S.1    Paramananda, S.2    Ramnarayan, M.3
  • 4
    • 84904269253 scopus 로고    scopus 로고
    • Use of multi-temporal satellite data for land-use/land- cover change analyses and its impacts on soil properties in the northern part of Gadarif Region
    • Biro K, Pradhan B, Buchroithner M, Makeschin F. 2010. Use of multi-temporal satellite data for land-use/land- cover change analyses and its impacts on soil properties in the northern part of Gadarif Region. In: Proceedings 30th EARSeL Symposium; May 31-June 3; Paris.
    • (2010) Proceedings 30th EARSeL Symposium, Paris
    • Biro, K.1    Pradhan, B.2    Buchroithner, M.3    Makeschin, F.4
  • 5
    • 84883746451 scopus 로고    scopus 로고
    • Exploitation of TerraSAR-X data for land use/land cover analysis using object-oriented classification approach in the African Sahel Area
    • Biro K, Pradhan B, Sulieman H, Buchroithner M. 2012. Exploitation of TerraSAR-X data for land use/land cover analysis using object-oriented classification approach in the African Sahel Area. Sudan. J Indian Soc Remote Sen. 41:1-15.
    • (2012) Sudan. J Indian Soc Remote Sen , vol.41 , pp. 1-15
    • Biro, K.1    Pradhan, B.2    Sulieman, H.3    Buchroithner, M.4
  • 6
    • 73249139477 scopus 로고    scopus 로고
    • Object based image analysis for remote sensing
    • Blaschke T. 2010. Object based image analysis for remote sensing. ISPRS J Photo Remote Sens. 65:2-16.
    • (2010) ISPRS J Photo Remote Sens , vol.65 , pp. 2-16
    • Blaschke, T.1
  • 8
    • 52949150127 scopus 로고    scopus 로고
    • Contribution of chlorophyll fluorescence to the apparent vegetation reflectance
    • Campbell PK, Middleton EM, Kim MS. 2008. Contribution of chlorophyll fluorescence to the apparent vegetation reflectance. Sci Total Environ. 404:433-439.
    • (2008) Sci Total Environ , vol.404 , pp. 433-439
    • Campbell, P.K.1    Middleton, E.M.2    Kim, M.S.3
  • 9
    • 67849084831 scopus 로고    scopus 로고
    • A SVM-based method to extract urban areas from DMSP-OLS and SPOT VGT data
    • Cao X, Chen J, Imura H, Higashi O. 2009. A SVM-based method to extract urban areas from DMSP-OLS and SPOT VGT data. Remote Sens Environ. 113:2205-2209.
    • (2009) Remote Sens Environ , vol.113 , pp. 2205-2209
    • Cao, X.1    Chen, J.2    Imura, H.3    Higashi, O.4
  • 11
    • 84455200427 scopus 로고    scopus 로고
    • A comparison of pixel-based and object- based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery
    • Duro DC, Franklin SE, Dubé MG. 2012. A comparison of pixel-based and object- based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery. Remote Sens Environ. 118:259-272.
    • (2012) Remote Sens Environ , vol.118 , pp. 259-272
    • Duro, D.C.1    Franklin, S.E.2    Dubé, M.G.3
  • 12
    • 0036213079 scopus 로고    scopus 로고
    • Status of land cover classification accuracy assessment
    • Foody GM. 2002. Status of land cover classification accuracy assessment. Remote Sens Environ. 80:185-201.
    • (2002) Remote Sens Environ , vol.80 , pp. 185-201
    • Foody, G.M.1
  • 13
    • 4544272407 scopus 로고    scopus 로고
    • Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification
    • Foody GM, Mathur A. 2004. Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification. Remote Sens Environ. 93:107-117.
    • (2004) Remote Sens Environ , vol.93 , pp. 107-117
    • Foody, G.M.1    Mathur, A.2
  • 14
    • 33745756516 scopus 로고    scopus 로고
    • The use of small training sets containing mixed pixels for accurate hard image classification: training on mixed spectral responses for classification by a SVM
    • Foody GM, Mathur A. 2006. The use of small training sets containing mixed pixels for accurate hard image classification: training on mixed spectral responses for classification by a SVM. Remote Sens Environ. 103:179-189.
    • (2006) Remote Sens Environ , vol.103 , pp. 179-189
    • Foody, G.M.1    Mathur, A.2
  • 15
    • 0344972104 scopus 로고    scopus 로고
    • Decision tree classification of land cover from remotely sensed data
    • Friedl MA, Brodley CE. 1997. Decision tree classification of land cover from remotely sensed data. Remote Sens Environ. 61:399-409.
    • (1997) Remote Sens Environ , vol.61 , pp. 399-409
    • Friedl, M.A.1    Brodley, C.E.2
  • 16
    • 58049122961 scopus 로고    scopus 로고
    • Object-based image analysis for coal fire-related land cover mapping in coal mining areas
    • Gao Y, Kerle N, Mas JF. 2009. Object-based image analysis for coal fire-related land cover mapping in coal mining areas. Geocarto Int. 24:25-36.
    • (2009) Geocarto Int , vol.24 , pp. 25-36
    • Gao, Y.1    Kerle, N.2    Mas, J.F.3
  • 17
    • 79956300438 scopus 로고    scopus 로고
    • Object-based classification with features extracted by a semi-automatic feature extraction algorithm-SEaTH
    • Gao Y, Marpu P, Niemeyer I, Runfola DM, Giner NM, Hamill T, Pontius RG Jr. 2011. Object-based classification with features extracted by a semi-automatic feature extraction algorithm-SEaTH. Geocarto Int. 26:211-226.
    • (2011) Geocarto Int , vol.26 , pp. 211-226
    • Gao, Y.1    Marpu, P.2    Niemeyer, I.3    Runfola, D.M.4    Giner, N.M.5    Hamill, T.6    Pontius Jr., R.G.7
  • 18
    • 58649112266 scopus 로고    scopus 로고
    • Sociospatial applications of remote sensing in urban environments
    • Gatrell JD, Jensen RR. 2008. Sociospatial applications of remote sensing in urban environments. Geography Compass. 2:728-743.
    • (2008) Geography Compass , vol.2 , pp. 728-743
    • Gatrell, J.D.1    Jensen, R.R.2
  • 19
    • 0035153670 scopus 로고    scopus 로고
    • Support vector machines for detection and characterization of rolling element bearing faults
    • Jack LB, Nandi AK. 2001. Support vector machines for detection and characterization of rolling element bearing faults. Proceedings of the Institution of Mechanical Engineers, Part C. J Mech Eng Sci. 215:1065-1074.
    • (2001) Proceedings of the Institution of Mechanical Engineers, Part C , vol.215 , pp. 1065-1074
    • Jack, L.B.1    Nandi, A.K.2
  • 20
    • 33645131328 scopus 로고    scopus 로고
    • Analysis of NDVI and scaled difference vegetation index retrievals of vegetation fraction
    • Jiang Z, Huete AR, Chen J, Chen Y, Li J, Yan G, Zhang X. 2006. Analysis of NDVI and scaled difference vegetation index retrievals of vegetation fraction. Remote Sens Environ. 101:366-378.
    • (2006) Remote Sens Environ , vol.101 , pp. 366-378
    • Jiang, Z.1    Huete, A.R.2    Chen, J.3    Chen, Y.4    Li, J.5    Yan, G.6    Zhang, X.7
  • 21
    • 61349099437 scopus 로고    scopus 로고
    • Texture and scale in object-based analysis of subdecimeter resolution unmanned aerial vehicle (UAV) imagery
    • Laliberte AS, Rango A. 2009. Texture and scale in object-based analysis of subdecimeter resolution unmanned aerial vehicle (UAV) imagery. IEEE Trans Geosci Remote Sens. 47:761-770.
    • (2009) IEEE Trans Geosci Remote Sens , vol.47 , pp. 761-770
    • Laliberte, A.S.1    Rango, A.2
  • 23
    • 0141569007 scopus 로고    scopus 로고
    • An assessment of the effectiveness of decision tree methods for land cover classification
    • Mahesh P, Mather PM. 2003. An assessment of the effectiveness of decision tree methods for land cover classification. Remote Sens Environ. 86:554-565.
    • (2003) Remote Sens Environ , vol.86 , pp. 554-565
    • Mahesh, P.1    Mather, P.M.2
  • 24
    • 79960304268 scopus 로고    scopus 로고
    • Field-based landcover classification using TerraSAR-X texture analysis
    • Mahmoud A, Elbialy S, Pradhan B, Buchroithner M. 2011. Field-based landcover classification using TerraSAR-X texture analysis. Adv Space Res. 48:799-805.
    • (2011) Adv Space Res , vol.48 , pp. 799-805
    • Mahmoud, A.1    Elbialy, S.2    Pradhan, B.3    Buchroithner, M.4
  • 25
    • 54149109163 scopus 로고    scopus 로고
    • Comparisons of object-oriented and pixel-based classification of land use/land cover types based on Lansadsat7, Etm+ spectral bands (case study: arid region of Iran)
    • Matinfar H, Sarmadian F, AlaviPanah SK, Heck RJ. 2007. Comparisons of object-oriented and pixel-based classification of land use/land cover types based on Lansadsat7, Etm+ spectral bands (case study: arid region of Iran). American-Eurasian J Agric Environ Sci. 2:448-456.
    • (2007) American-Eurasian J Agric Environ Sci , vol.2 , pp. 448-456
    • Matinfar, H.1    Sarmadian, F.2    AlaviPanah, S.K.3    Heck, R.J.4
  • 26
    • 79951950272 scopus 로고    scopus 로고
    • Support vector machines in remote sensing: a review
    • Mountrakis G, Im J, Ogole C. 2011. Support vector machines in remote sensing: a review. ISPRS J Photo Remote Sens. 66:247-259.
    • (2011) ISPRS J Photo Remote Sens , vol.66 , pp. 247-259
    • Mountrakis, G.1    Im, J.2    Ogole, C.3
  • 27
    • 84887205991 scopus 로고    scopus 로고
    • Object vs. Pixel: a systematic evaluation in urban environments
    • Myint SW, Galletti CS, Kaplan S, Kim WK. 2013. Object vs. Pixel: a systematic evaluation in urban environments. Geocarto Int. [online]. Available from: http://dx.doi.org/10.1080/10106049.2013.776642
    • (2013) Geocarto Int.
    • Myint, S.W.1    Galletti, C.S.2    Kaplan, S.3    Kim, W.K.4
  • 28
    • 4444230479 scopus 로고    scopus 로고
    • Assessment of the effectiveness of support vector machines for hyperspectral data
    • Pal M, Mather PM. 2004. Assessment of the effectiveness of support vector machines for hyperspectral data. Future Gener Comp Sy. 20:1215-1225.
    • (2004) Future Gener Comp Sy , vol.20 , pp. 1215-1225
    • Pal, M.1    Mather, P.M.2
  • 29
    • 0029341018 scopus 로고
    • A detailed comparison of backpropagation neural network and maximum-likelihood classifiers for urban land use classification
    • Paola JD, Schowengerdt RA. 1995. A detailed comparison of backpropagation neural network and maximum-likelihood classifiers for urban land use classification. IEEE Trans Geosci Remote Sens. 33:981-996.
    • (1995) IEEE Trans Geosci Remote Sens , vol.33 , pp. 981-996
    • Paola, J.D.1    Schowengerdt, R.A.2
  • 30
    • 79251613201 scopus 로고    scopus 로고
    • Supervised classification performance of multispectral images
    • Perumal K, Bhaskaran R. 2010. Supervised classification performance of multispectral images. J Comput. 2:2151-9617.
    • (2010) J Comput , vol.2 , pp. 2151-9617
    • Perumal, K.1    Bhaskaran, R.2
  • 31
    • 84870298875 scopus 로고    scopus 로고
    • A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS
    • Pradhan B. 2013. A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS. Comput Geosci. 51:350-365.
    • (2013) Comput Geosci , vol.51 , pp. 350-365
    • Pradhan, B.1
  • 32
    • 76749088419 scopus 로고    scopus 로고
    • Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling
    • Pradhan B, Lee S. 2010. Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling. Environ Modell Softw. 25:747-759.
    • (2010) Environ Modell Softw , vol.25 , pp. 747-759
    • Pradhan, B.1    Lee, S.2
  • 33
    • 77950518332 scopus 로고    scopus 로고
    • Hyperspectral imagery for mapping disease infection in oil palm plantation using vegetation indices and red edge techniques
    • Shafri HZM, Hamdan N. 2009. Hyperspectral imagery for mapping disease infection in oil palm plantation using vegetation indices and red edge techniques. Am J Appl Sci. 6:1031-1035.
    • (2009) Am J Appl Sci , vol.6 , pp. 1031-1035
    • Shafri, H.Z.M.1    Hamdan, N.2
  • 34
    • 58149237695 scopus 로고    scopus 로고
    • A comparison of support vector machine and decision tree classifications using satellite data of Langkawi Island
    • Shafri M, Zulhaidi H, Ramle F. 2009. A comparison of support vector machine and decision tree classifications using satellite data of Langkawi Island. Inf Technol J. 8:64-70.
    • (2009) Inf Technol J , vol.8 , pp. 64-70
    • Shafri, M.1    Zulhaidi, H.2    Ramle, F.3
  • 35
    • 66349121059 scopus 로고    scopus 로고
    • A hierarchical object oriented method for land cover classification of SPOT 5 imagery
    • Su W, Zhang C, Zhu X, Li D. 2009. A hierarchical object oriented method for land cover classification of SPOT 5 imagery. WSEAS Trans Inf Sci Appl. 6:437-446.
    • (2009) WSEAS Trans Inf Sci Appl , vol.6 , pp. 437-446
    • Su, W.1    Zhang, C.2    Zhu, X.3    Li, D.4
  • 36
    • 84903538782 scopus 로고    scopus 로고
    • A comparative assessment between object and pixel-based classification approaches for land use/land cover mapping using SPOT 5 imagery
    • Tehrany MS, Pradhan B, Jebur MN. 2013a. A comparative assessment between object and pixel-based classification approaches for land use/land cover mapping using SPOT 5 imagery. Geocarto Int. doi:10.1080/10106049.2013.768300.
    • (2013) Geocarto Int
    • Tehrany, M.S.1    Pradhan, B.2    Jebur, M.N.3
  • 37
    • 84888009209 scopus 로고    scopus 로고
    • Remote sensing data reveals eco- environmental changes in urban areas of Klang valley, Malaysia: Contribution from object based analysis
    • Tehrany MS, Pradhan B, Jebur MN. 2013b. Remote sensing data reveals eco- environmental changes in urban areas of Klang valley, Malaysia: Contribution from object based analysis. J Indian Soc Remote Sens. 1-11. doi:10.1007/s12524-013-0289-9.
    • (2013) J Indian Soc Remote Sens , vol.1-11
    • Tehrany, M.S.1    Pradhan, B.2    Jebur, M.N.3
  • 38
    • 84885757567 scopus 로고    scopus 로고
    • Spatial prediction of flood susceptible areas using rule based decision tree (DT) and a novel ensemble bivariate and multivariate statistical models in GIS
    • Tehrany MS, Pradhan B, Jebur MN. 2013c. Spatial prediction of flood susceptible areas using rule based decision tree (DT) and a novel ensemble bivariate and multivariate statistical models in GIS. J Hydrol. [online]. [cited 2013 Sep 29]. Available from: http://dx.doi.org/10.1016/j.jhydrol.2013.09.034
    • (2013) J Hydrol.
    • Tehrany, M.S.1    Pradhan, B.2    Jebur, M.N.3
  • 39
    • 10844247294 scopus 로고    scopus 로고
    • Biomass estimations and carbon stock calculations in the oil palm plantations of African derived savannas using IKONOS data
    • Thenkabail PS, Stucky N, Griscom BW, Ashton MS, Diels J, Van Der Meer B, Enclona E. 2004. Biomass estimations and carbon stock calculations in the oil palm plantations of African derived savannas using IKONOS data. Int J Remote Sens. 25:5447-5472.
    • (2004) Int J Remote Sens , vol.25 , pp. 5447-5472
    • Thenkabail, P.S.1    Stucky, N.2    Griscom, B.W.3    Ashton, M.S.4    Diels, J.5    Meer, B.6    Enclona, E.7
  • 40
    • 84864953124 scopus 로고    scopus 로고
    • Landslide susceptibility assessment in vietnam using support vector machines, decision tree, and naive bayes models
    • Tien Bui D, Pradhan B, Lofman O, Revhaug I. 2012. Landslide susceptibility assessment in vietnam using support vector machines, decision tree, and naive bayes models. Math Prob Eng. 2012.
    • (2012) Math Prob Eng. 2012
    • Tien Bui, D.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4
  • 41
    • 77956882980 scopus 로고    scopus 로고
    • Digital zoning of South African viticulturalterroirs using bootstrapped decision trees on morphometric data and multitemporal SPOT images
    • Vaudour E, Carey V, Gilliot J. 2010. Digital zoning of South African viticulturalterroirs using bootstrapped decision trees on morphometric data and multitemporal SPOT images. Remote Sens Environ. 114:2940-2950.
    • (2010) Remote Sens Environ , vol.114 , pp. 2940-2950
    • Vaudour, E.1    Carey, V.2    Gilliot, J.3
  • 42
    • 77951012091 scopus 로고    scopus 로고
    • Mapping land-cover change in a Haitian watershed using a combined spectral mixture analysis and classification tree procedure
    • Versluis A, Rogan J. 2010. Mapping land-cover change in a Haitian watershed using a combined spectral mixture analysis and classification tree procedure. Geocarto Int. 25:85-103.
    • (2010) Geocarto Int , vol.25 , pp. 85-103
    • Versluis, A.1    Rogan, J.2
  • 43
    • 33746878883 scopus 로고    scopus 로고
    • Measuring performance in precision agriculture: CART - A decision tree approach
    • Waheed T, Bonnell RB, Prasher SO, Paulet E. 2006. Measuring performance in precision agriculture: CART - A decision tree approach. Agric Water Manage. 84:173-185.
    • (2006) Agric Water Manage , vol.84 , pp. 173-185
    • Waheed, T.1    Bonnell, R.B.2    Prasher, S.O.3    Paulet, E.4
  • 44
    • 10844220846 scopus 로고    scopus 로고
    • Integration of object-based and pixel-based classification for mapping mangroves with IKONOS imagery
    • Wang L, Sousa WP, Gong P. 2004. Integration of object-based and pixel-based classification for mapping mangroves with IKONOS imagery. Int J Remote Sens. 25:5655-5668.
    • (2004) Int J Remote Sens , vol.25 , pp. 5655-5668
    • Wang, L.1    Sousa, W.P.2    Gong, P.3
  • 45
    • 70449360423 scopus 로고    scopus 로고
    • Estimating impervious surfaces using linear spectral mixture analysis with multitemporal ASTER images
    • Weng Q, Hu X, Liu H. 2009. Estimating impervious surfaces using linear spectral mixture analysis with multitemporal ASTER images. Int J Remote Sens. 30:4807-4830.
    • (2009) Int J Remote Sens , vol.30 , pp. 4807-4830
    • Weng, Q.1    Hu, X.2    Liu, H.3
  • 48
    • 33750084387 scopus 로고    scopus 로고
    • Comparison of pixel-based and object-oriented image classification approaches - a case study in a coal fire area, Wuda, Inner Mongolia, China
    • Yan G, Mas JF, Maathuis BHP, Xiangmin Z, Van Dijk PM. 2006. Comparison of pixel-based and object-oriented image classification approaches - a case study in a coal fire area, Wuda, Inner Mongolia, China. Int J Remote Sens. 27:4039-4055.
    • (2006) Int J Remote Sens , vol.27 , pp. 4039-4055
    • Yan, G.1    Mas, J.F.2    Maathuis, B.H.P.3    Xiangmin, Z.4    Dijk, P.M.5
  • 49
    • 36048987076 scopus 로고    scopus 로고
    • GIS and ordination techniques for evaluation of environmental impacts in informal settlements: a case study from Cuiaba', Central Brazil
    • Zeilhofer P, Topanotti VP. 2008. GIS and ordination techniques for evaluation of environmental impacts in informal settlements: a case study from Cuiaba', Central Brazil. Appl Geogr. 28:1-15.
    • (2008) Appl Geogr , vol.28 , pp. 1-15
    • Zeilhofer, P.1    Topanotti, V.P.2
  • 50
    • 84904269335 scopus 로고    scopus 로고
    • A rule based parameters aided with object-based oriented classification approach for extraction of building and roads from WorldView-2 images
    • Ziaei Z, Pradhan B, Mansor S. 2013. A rule based parameters aided with object-based oriented classification approach for extraction of building and roads from WorldView-2 images. Geocarto Int. 1-16. doi:10.1080/10106049.2013.819039.
    • (2013) Geocarto Int , pp. 1-16
    • Ziaei, Z.1    Pradhan, B.2    Mansor, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.