메뉴 건너뛰기




Volumn 4, Issue 4, 2015, Pages 2292-2305

Image segmentation parameter optimization considering within-and between-segment heterogeneity at multiple scale levels: Test case for mapping residential areas using landsat imagery

Author keywords

GEOBIA; Landsat 8; Moran's I; Object based image analysis; Random forest

Indexed keywords


EID: 84952791227     PISSN: None     EISSN: 22209964     Source Type: Journal    
DOI: 10.3390/ijgi4042292     Document Type: Article
Times cited : (82)

References (43)
  • 2
    • 0035299674 scopus 로고    scopus 로고
    • Dasymetric mapping and areal interpolation: Implementation and evaluation
    • Eicher, C.L.; Brewer, C.A. Dasymetric mapping and areal interpolation: Implementation and evaluation. Cartogr. Geogr. Inf. Sci. 2001, 28, 125-138.
    • (2001) Cartogr. Geogr. Inf. Sci. , vol.28 , pp. 125-138
    • Eicher, C.L.1    Brewer, C.A.2
  • 3
    • 0030440326 scopus 로고    scopus 로고
    • Modeling sensitivity to accuracy in classified imagery: A study of areal interpolation by dasymetric mapping
    • Fisher, P.F.; Langford, M. Modeling sensitivity to accuracy in classified imagery: A study of areal interpolation by dasymetric mapping. Prof. Geogr. 1996, 48, 299-309.
    • (1996) Prof. Geogr. , vol.48 , pp. 299-309
    • Fisher, P.F.1    Langford, M.2
  • 4
    • 0036670409 scopus 로고    scopus 로고
    • The use of remote sensing and landscape metrics to describe structures and changes in urban land uses
    • Herold, M.; Scepan, J.; Clarke, K.C. The use of remote sensing and landscape metrics to describe structures and changes in urban land uses. Environ. Plan. A 2002, 34, 1443-1458.
    • (2002) Environ. Plan. A , vol.34 , pp. 1443-1458
    • Herold, M.1    Scepan, J.2    Clarke, K.C.3
  • 5
    • 85022076596 scopus 로고    scopus 로고
    • Geographic object-based image analysis (GEOBIA): A new name for a new discipline
    • Blaschke, T., Lang, S., Hay, G., Eds. Springer: Heidelberg, Germany
    • Hay, G.J.; Castilla, G. Geographic object-based image analysis (GEOBIA): A new name for a new discipline. In Object-Based Image Analysis; Blaschke, T., Lang, S., Hay, G., Eds.; Springer: Heidelberg, Germany, 2008; pp. 75-89.
    • (2008) Object-Based Image Analysis , pp. 75-89
    • Hay, G.J.1    Castilla, G.2
  • 6
    • 73249139477 scopus 로고    scopus 로고
    • Object based image analysis for remote sensing
    • Blaschke, T. Object based image analysis for remote sensing. ISPRS J. Photogramm. Remote Sens. 2010, 65, 2-16.
    • (2010) ISPRS J. Photogramm. Remote Sens. , vol.65 , pp. 2-16
    • Blaschke, T.1
  • 7
    • 0042421792 scopus 로고    scopus 로고
    • Spatial metrics and image texture for mapping urban land use
    • Herold, M.; Liu, X.; Clarke, K.C. Spatial metrics and image texture for mapping urban land use. Photogramm. Eng. Remote Sens. 2003, 69, 991-1001.
    • (2003) Photogramm. Eng. Remote Sens. , vol.69 , pp. 991-1001
    • Herold, M.1    Liu, X.2    Clarke, K.C.3
  • 8
    • 79957608758 scopus 로고    scopus 로고
    • Multi-scale GEOBIA with very high spatial resolution digital aerial imagery: Scale, texture and image objects
    • Kim, M.; Warner, T.A.; Madden, M.; Atkinson, D.S. Multi-scale GEOBIA with very high spatial resolution digital aerial imagery: Scale, texture and image objects. Int. J. Remote Sens. 2011, 32, 2825-2850.
    • (2011) Int. J. Remote Sens. , vol.32 , pp. 2825-2850
    • Kim, M.1    Warner, T.A.2    Madden, M.3    Atkinson, D.S.4
  • 9
    • 84879561232 scopus 로고    scopus 로고
    • Classifying a high resolution image of an urban area using super-object information
    • Johnson, B.A.; Xie, Z. Classifying a high resolution image of an urban area using super-object information. ISPRS J. Photogramm. Remote Sens. 2013, 83, 40-49.
    • (2013) ISPRS J. Photogramm. Remote Sens. , vol.83 , pp. 40-49
    • Johnson, B.A.1    Xie, Z.2
  • 10
    • 45849101525 scopus 로고    scopus 로고
    • Classifying multilevel imagery from SAR and optical sensors by decision fusion
    • Waske, B.; van der Linden, S. Classifying multilevel imagery from SAR and optical sensors by decision fusion. IEEE Trans. Geosci. Remote Sens. 2008, 46, 1457-1466.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , pp. 1457-1466
    • Waske, B.1    Van Der Linden, S.2
  • 11
    • 84869054245 scopus 로고    scopus 로고
    • High resolution urban land cover classification using a competitive multi-scale object-based approach
    • Johnson, B.A. High resolution urban land cover classification using a competitive multi-scale object-based approach. Remote Sens. Lett. 2013, 4, 131-140.
    • (2013) Remote Sens. Lett. , vol.4 , pp. 131-140
    • Johnson, B.A.1
  • 12
    • 79952070569 scopus 로고    scopus 로고
    • Per-pixel vs. Object-based classification of urban land cover extraction using high spatial resolution imagery
    • Myint, S.W.; Gober, P.; Brazel, A.; Grossman-Clarke, S.; Weng, Q. Per-pixel vs. object-based classification of urban land cover extraction using high spatial resolution imagery. Remote Sens. Environ. 2011, 115, 1145-1161.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1145-1161
    • Myint, S.W.1    Gober, P.2    Brazel, A.3    Grossman-Clarke, S.4    Weng, Q.5
  • 13
    • 55049136498 scopus 로고    scopus 로고
    • Object-based target search using remotely sensed data: A case study in detecting invasive exotic Australian Pine in south Florida
    • Xie, Z.; Roberts, C.; Johnson, B. Object-based target search using remotely sensed data: A case study in detecting invasive exotic Australian Pine in south Florida. ISPRS J. Photogramm. Remote Sens. 2008, 63, 647-660.
    • (2008) ISPRS J. Photogramm. Remote Sens. , vol.63 , pp. 647-660
    • Xie, Z.1    Roberts, C.2    Johnson, B.3
  • 15
    • 84878666673 scopus 로고    scopus 로고
    • An object-based workflow to extract landforms at multiple scales from two distinct data types
    • D'OLEIRE-Oltmanns, S.; Eisank, C.; Draguţ, L.; Blaschke, T. An object-based workflow to extract landforms at multiple scales from two distinct data types. IEEE Geosci. Remote Sens. Lett. 2013, 10, 947-951.
    • (2013) IEEE Geosci. Remote Sens. Lett. , vol.10 , pp. 947-951
    • D'Oleire-Oltmanns, S.1    Eisank, C.2    Draguţ, L.3    Blaschke, T.4
  • 16
    • 84881636422 scopus 로고    scopus 로고
    • A hybrid pansharpening approach and multiscale object-based image analysis for mapping diseased pine and oak trees
    • Johnson, B.A.; Tateishi, R.; Hoan, N.T. A hybrid pansharpening approach and multiscale object-based image analysis for mapping diseased pine and oak trees. Int. J. Remote Sens. 2013, 34, 6969-6982.
    • (2013) Int. J. Remote Sens. , vol.34 , pp. 6969-6982
    • Johnson, B.A.1    Tateishi, R.2    Hoan, N.T.3
  • 17
    • 41949100170 scopus 로고    scopus 로고
    • Image segmentation evaluation: A survey of unsupervised methods
    • Zhang, H.; Fritts, J.E.; Goldman, S.A. Image segmentation evaluation: A survey of unsupervised methods. Comput. Vis. Image Underst. 2008, 110, 260-280.
    • (2008) Comput. Vis. Image Underst. , vol.110 , pp. 260-280
    • Zhang, H.1    Fritts, J.E.2    Goldman, S.A.3
  • 18
    • 79955383550 scopus 로고    scopus 로고
    • Assessing object-based classification: Advantages and limitations
    • Liu, D.; Xia, F. Assessing object-based classification: Advantages and limitations. Remote Sens. Lett. 2010, 1, 187-194.
    • (2010) Remote Sens. Lett. , vol.1 , pp. 187-194
    • Liu, D.1    Xia, F.2
  • 19
    • 33747105856 scopus 로고    scopus 로고
    • Parameter selection for region-growing image segmentation algorithms using spatial autocorrelation
    • Espindola, G.M.; Camara, G.; Reis, I.A.; Bins, L.S.; Monteiro, A.M. Parameter selection for region-growing image segmentation algorithms using spatial autocorrelation. Int. J. Remote Sens. 2006, 27, 3035-3040.
    • (2006) Int. J. Remote Sens. , vol.27 , pp. 3035-3040
    • Espindola, G.M.1    Camara, G.2    Reis, I.A.3    Bins, L.S.4    Monteiro, A.M.5
  • 20
    • 79957819255 scopus 로고    scopus 로고
    • Unsupervised image segmentation evaluation and refinement using a multi-scale approach
    • Johnson, B.A.; Xie, Z. Unsupervised image segmentation evaluation and refinement using a multi-scale approach. ISPRS J. Photogramm. Remote Sens. 2011, 66, 473-483.
    • (2011) ISPRS J. Photogramm. Remote Sens. , vol.66 , pp. 473-483
    • Johnson, B.A.1    Xie, Z.2
  • 21
    • 84908070467 scopus 로고    scopus 로고
    • Optimal segmentation of a high-resolution remote-sensing image guided by area and boundary
    • Chen, J.; Deng, M.; Mei, X.; Chen, T.; Shao, Q.; Hong, L. Optimal segmentation of a high-resolution remote-sensing image guided by area and boundary. Int. J. Remote Sens. 2014, 35, 6914-6939.
    • (2014) Int. J. Remote Sens. , vol.35 , pp. 6914-6939
    • Chen, J.1    Deng, M.2    Mei, X.3    Chen, T.4    Shao, Q.5    Hong, L.6
  • 22
    • 84861542132 scopus 로고    scopus 로고
    • The optimal segmentation scale identification using multispectral WorldView-2 images
    • Yue, A.; Yang, J.; Zhang, C.; Su, W.; Yun, W.; Zhu, D.; Liu, S.; Wang, Z. The optimal segmentation scale identification using multispectral WorldView-2 images. Sens. Lett. 2012, 10, 285-297.
    • (2012) Sens. Lett. , vol.10 , pp. 285-297
    • Yue, A.1    Yang, J.2    Zhang, C.3    Su, W.4    Yun, W.5    Zhu, D.6    Liu, S.7    Wang, Z.8
  • 23
    • 84856947662 scopus 로고    scopus 로고
    • An unsupervised evaluation method for remotely sensed imagery segmentation
    • Zhang, X.; Xiao, P.; Feng, X. An unsupervised evaluation method for remotely sensed imagery segmentation. IEEE Geosci. Remote Sens. Lett. 2012, 9, 156-160.
    • (2012) IEEE Geosci. Remote Sens. Lett. , vol.9 , pp. 156-160
    • Zhang, X.1    Xiao, P.2    Feng, X.3
  • 26
    • 84922378744 scopus 로고    scopus 로고
    • Segmentation quality evaluation using region-based precision and recall measures for remote sensing images
    • Zhang, X.; Feng, X.; Xiao, P.; He, G.; Zhu, L. Segmentation quality evaluation using region-based precision and recall measures for remote sensing images. ISPRS J. Photogramm. Remote Sens. 2015, 102, 73-84.
    • (2015) ISPRS J. Photogramm. Remote Sens. , vol.102 , pp. 73-84
    • Zhang, X.1    Feng, X.2    Xiao, P.3    He, G.4    Zhu, L.5
  • 27
    • 82155192323 scopus 로고    scopus 로고
    • Segment optimization and data-driven thresholding for knowledge-based landslide detection by object-based image analysis
    • Martha, T.R.; Kerle, N.; Westen, C.J.; van Jetten, V.; Kumar, K.V. Segment optimization and data-driven thresholding for knowledge-based landslide detection by object-based image analysis. IEEE Trans. Geosci. Remote Sens. 2011, 49, 4928-4943.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , pp. 4928-4943
    • Martha, T.R.1    Kerle, N.2    Westen, C.J.3    Van Jetten, V.4    Kumar, K.V.5
  • 28
    • 84930983192 scopus 로고    scopus 로고
    • A technique for optimal selection of segmentation scale parameters for object-oriented classification of urban scenes
    • Ikokou, G.B.; Smit, J. A technique for optimal selection of segmentation scale parameters for object-oriented classification of urban scenes. S. Afr. J. Geomat. 2013, 2, 358-369.
    • (2013) S. Afr. J. Geomat. , vol.2 , pp. 358-369
    • Ikokou, G.B.1    Smit, J.2
  • 29
    • 84924101354 scopus 로고    scopus 로고
    • accessed on 30 June 2015
    • USGS EarthExplorer. Available online: http://earthexplorer.usgs.gov/ (accessed on 30 June 2015).
    • USGS EarthExplorer
  • 31
    • 84881624178 scopus 로고    scopus 로고
    • Satellite image pansharpening using a hybrid approach for object-based image analysis
    • Johnson, B.A.; Tateishi, R.; Hoan, N.T. Satellite image pansharpening using a hybrid approach for object-based image analysis. ISPRS Int. J. Geo-Inf. 2012, 1, 228-241.
    • (2012) ISPRS Int. J. Geo-Inf. , vol.1 , pp. 228-241
    • Johnson, B.A.1    Tateishi, R.2    Hoan, N.T.3
  • 33
    • 41549153831 scopus 로고    scopus 로고
    • Object based land cover classification for the Phoenix metropolitan area: Optimization vs. Transportability
    • Walker, J.S.; Blaschke, T. Object based land cover classification for the Phoenix metropolitan area: Optimization vs. transportability. Int. J. Remote Sens. 2008, 29, 2021-2040.
    • (2008) Int. J. Remote Sens. , vol.29 , pp. 2021-2040
    • Walker, J.S.1    Blaschke, T.2
  • 34
    • 77951189897 scopus 로고    scopus 로고
    • ESP: A tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data
    • Drəguţ, L.; Tiede, D.; Levick, S.R. ESP: A tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data. Int. J. Geogr. Inf. Sci. 2010, 24, 859-871.
    • (2010) Int. J. Geogr. Inf. Sci. , vol.24 , pp. 859-871
    • Drəguţ, L.1    Tiede, D.2    Levick, S.R.3
  • 36
    • 33846019672 scopus 로고    scopus 로고
    • Beyond accuracy, F-Score and ROC: A family of discriminant measures for performance evaluation
    • Springer: Berlin, Geramny
    • Sokolova, M.; Japkowicz, N.; Szpakowicz, S. Beyond accuracy, F-Score and ROC: A family of discriminant measures for performance evaluation. In AI 2006: Advances in Artificial Intelligence; Springer: Berlin, Geramny, 2006; pp. 1015-1021.
    • (2006) AI 2006: Advances in Artificial Intelligence , pp. 1015-1021
    • Sokolova, M.1    Japkowicz, N.2    Szpakowicz, S.3
  • 37
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random forests. Mach. Learn. 2001, 45, 5-32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 38
    • 31344453556 scopus 로고    scopus 로고
    • Mapping invasive plants using hyperspectral imagery and breiman cutler classifications (RandomForest)
    • Lawrence, R.; Wood, S.; Sheley, R. Mapping invasive plants using hyperspectral imagery and breiman cutler classifications (RandomForest). Remote Sens. Environ. 2006, 100, 356-362.
    • (2006) Remote Sens. Environ. , vol.100 , pp. 356-362
    • Lawrence, R.1    Wood, S.2    Sheley, R.3
  • 40
    • 33748331356 scopus 로고    scopus 로고
    • A multilevel context-based system for classification of very high spatial resolution images
    • Bruzzone, L.; Carlin, L. A multilevel context-based system for classification of very high spatial resolution images. IEEE Trans. Geosci. Remote Sens. 2006, 44, 2587-2600.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , pp. 2587-2600
    • Bruzzone, L.1    Carlin, L.2
  • 42
    • 84891136260 scopus 로고    scopus 로고
    • Automated parameterisation for multi-scale image segmentation on multiple layers
    • Drəguţ, L.; Csillik, O.; Eisank, C.; Tiede, D. Automated parameterisation for multi-scale image segmentation on multiple layers. ISPRS J. Photogramm. Remote Sens. 2014, 88, 119-127.
    • (2014) ISPRS J. Photogramm. Remote Sens. , vol.88 , pp. 119-127
    • Drəguţ, L.1    Csillik, O.2    Eisank, C.3    Tiede, D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.