메뉴 건너뛰기




Volumn 51, Issue 1, 2013, Pages 257-272

An SVM ensemble approach combining spectral, structural, and semantic features for the classification of high-resolution remotely sensed imagery

Author keywords

Classification; feature extraction; high resolution; morphological; multifeature; object based; semantic; support vector machines (SVMs); WorldView 2

Indexed keywords

HIGH RESOLUTION; MORPHOLOGICAL; MULTIFEATURE; OBJECT BASED; WORLDVIEW-2;

EID: 84871748730     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2012.2202912     Document Type: Article
Times cited : (437)

References (55)
  • 1
    • 84871728291 scopus 로고    scopus 로고
    • [Online]. Available: http://worldview2. digitalglobe. com/
  • 2
    • 33748331356 scopus 로고    scopus 로고
    • A multilevel context-based system for classification of very high spatial resolution images
    • DOI 10.1109/TGRS.2006.875360, 1677767
    • L. Bruzzone and L. Carlin, "A multilevel context-based system for classification of very high spatial resolution images, " IEEE Trans. Geosci. Remote Sens., vol. 44, no. 9, pp. 2587-2600, Sep. 2006. (Pubitemid 44321552)
    • (2006) IEEE Transactions on Geoscience and Remote Sensing , vol.44 , Issue.9 , pp. 2587-2600
    • Bruzzone, L.1    Carlin, L.2
  • 3
    • 53349127642 scopus 로고    scopus 로고
    • Decision fusion with confidence-based weight assignment for hyperspectral target recognition
    • May
    • S. Prasad and L. Mann Bruce, "Decision fusion with confidence-based weight assignment for hyperspectral target recognition, " IEEE Trans. Geosci. Remote Sens., vol. 46, no. 5, pp. 1448-1456, May 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.46 , Issue.5 , pp. 1448-1456
    • Prasad, S.1    Mann Bruce, L.2
  • 4
    • 35348889732 scopus 로고    scopus 로고
    • An adaptive multiscale information fusion approach for feature extraction and classification of IKONOS multispectral imagery over Urban areas
    • DOI 10.1109/LGRS.2007.905121
    • X. Huang, L. Zhang, and P. Li, "An adaptive multiscale information fusion approach for feature extraction and classification of IKONOS multispectral imagery over urban areas, " IEEE Geosci. Remote Sens. Lett., vol. 4, no. 4, pp. 654-658, Oct. 2007. (Pubitemid 47588049)
    • (2007) IEEE Geoscience and Remote Sensing Letters , vol.4 , Issue.4 , pp. 654-658
    • Huang, X.1    Zhang, L.2    Li, P.3
  • 6
    • 14644412366 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas based on extended morphological profiles
    • DOI 10.1109/TGRS.2004.842478
    • J. A. Benediktsson, J. A. Palmason, and J. R. Sveinsson, "Classification of hyperspectral data from urban areas based on extended morphological profiles, " IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 480-491, Mar. 2005. (Pubitemid 40320270)
    • (2005) IEEE Transactions on Geoscience and Remote Sensing , vol.43 , Issue.3 , pp. 480-491
    • Benediktsson, J.A.1    Palmason, J.A.2    Sveinsson, J.R.3
  • 7
    • 56849127860 scopus 로고    scopus 로고
    • Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles
    • Nov
    • M. Fauvel, J. A. Benediktsson, J. Chanussot, and J. R. Sveinsson, "Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles, " IEEE Trans. Geosci. Remote Sens., vol. 46, no. 11, pp. 3804-3814, Nov. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.46 , Issue.11 , pp. 3804-3814
    • Fauvel, M.1    Benediktsson, J.A.2    Chanussot, J.3    Sveinsson, J.R.4
  • 8
    • 77951264810 scopus 로고    scopus 로고
    • Morphological operators applied to X-band SAR for urban land use classification
    • Cape Town, South Africa, Jul. 12-17
    • M. Chini, F. Pacifici, and W. J. Emery, "Morphological operators applied to X-band SAR for urban land use classification, " in Proc. IEEE Geosci. Remote Sens. Symp., Cape Town, South Africa, Jul. 12-17, 2009, pp. IV-506-IV-509.
    • (2009) Proc. IEEE Geosci. Remote Sens. Symp.
    • Chini, M.1    Pacifici, F.2    Emery, W.J.3
  • 9
    • 77957007028 scopus 로고    scopus 로고
    • Morphological attribute profiles for the analysis of very high resolution images
    • Oct.
    • M. Dalla Mura, J. A. Benediktsson, B. Waske, and L. Bruzzone, "Morphological attribute profiles for the analysis of very high resolution images, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 10, pp. 3747-3762, Oct. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.10 , pp. 3747-3762
    • Dalla Mura, M.1    Benediktsson, J.A.2    Waske, B.3    Bruzzone, L.4
  • 10
    • 79955521136 scopus 로고    scopus 로고
    • Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis
    • May
    • M. Dalla Mura, A. Villa, J. A. Benediktsson, J. Chanussot, and L. Bruzzone, "Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis, " IEEE Geosci. Remote Sens. Lett., vol. 8, no. 3, pp. 542-546, May 2011.
    • (2011) IEEE Geosci. Remote Sens. Lett , vol.8 , Issue.3 , pp. 542-546
    • Dalla Mura, M.1    Villa, A.2    Benediktsson, J.A.3    Chanussot, J.4    Bruzzone, L.5
  • 11
    • 70449433268 scopus 로고    scopus 로고
    • A comparative study of spatial approaches for urban mapping using hyperspectral ROSIS images over Pavia City, Northern of Italy
    • Jun
    • X. Huang and L. Zhang, "A comparative study of spatial approaches for urban mapping using hyperspectral ROSIS images over Pavia City, Northern of Italy, " Int. J. Remote Sens., vol. 30, no. 12, pp. 3205-3221, Jun. 2009.
    • (2009) Int. J. Remote Sens , vol.30 , Issue.12 , pp. 3205-3221
    • Huang, X.1    Zhang, L.2
  • 12
    • 0142009648 scopus 로고    scopus 로고
    • Classification and feature extraction for remote sensing images from urban areas based on morphological transformations
    • Sep
    • J. A. Benediktsson, M. Pesaresi, and K. Amason, "Classification and feature extraction for remote sensing images from urban areas based on morphological transformations, " IEEE Trans. Geosci. Remote Sens., vol. 41, no. 9, pp. 1940-1949, Sep. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens , vol.41 , Issue.9 , pp. 1940-1949
    • Benediktsson, J.A.1    Pesaresi, M.2    Amason, K.3
  • 13
    • 34247346536 scopus 로고    scopus 로고
    • A pixel shape index coupled with spectral information for classification of high spatial resolution remotely sensed imagery
    • Oct
    • L. Zhang, X. Huang, B. Huang, and P. Li, "A pixel shape index coupled with spectral information for classification of high spatial resolution remotely sensed imagery, " IEEE Trans. Geosci. Remote Sens., vol. 44, no. 10, pp. 2950-2961, Oct. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , Issue.10 , pp. 2950-2961
    • Zhang, L.1    Huang, X.2    Huang, B.3    Li, P.4
  • 14
    • 74549210807 scopus 로고    scopus 로고
    • Object-based contextual image classification built on image segmentation
    • Oct
    • T. Blaschke, "Object-based contextual image classification built on image segmentation, " in Proc. IEEE Workshop Adv. Tech. Anal. Remote Sens. Data, Oct. 2003, pp. 113-119.
    • (2003) Proc. IEEE Workshop Adv. Tech. Anal. Remote Sens. Data , pp. 113-119
    • Blaschke, T.1
  • 15
    • 70350153353 scopus 로고    scopus 로고
    • An adaptive mean-shift analysis approach for object extraction and classification from urban hyperspectral imagery
    • Dec
    • X. Huang and L. Zhang, "An adaptive mean-shift analysis approach for object extraction and classification from urban hyperspectral imagery, " IEEE Trans. Geosci. Remote Sens., vol. 46, no. 12, pp. 4173-4185, Dec. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens , vol.46 , Issue.12 , pp. 4173-4185
    • Huang, X.1    Zhang, L.2
  • 16
    • 77956694762 scopus 로고    scopus 로고
    • Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markers
    • Oct.
    • Y. Tarabalka, J. Chanussot, and J. A. Benediktsson, "Segmentation and classification of hyperspectral images using minimum spanning forest grown from automatically selected markers, " IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 5, pp. 1267-1279, Oct. 2010.
    • (2010) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.40 , Issue.5 , pp. 1267-1279
    • Tarabalka, Y.1    Chanussot, J.2    Benediktsson, J.A.3
  • 17
    • 78049241977 scopus 로고    scopus 로고
    • Multiple spectral-spatial classification approach for hyperspectral data
    • Nov.
    • Y. Tarabalka, J. A. Benediktsson, J. Chanussot, and J. C. Tilton, "Multiple spectral-spatial classification approach for hyperspectral data, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 11, pp. 4122-4132, Nov. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.11 , pp. 4122-4132
    • Tarabalka, Y.1    Benediktsson, J.A.2    Chanussot, J.3    Tilton, J.C.4
  • 19
    • 70350655559 scopus 로고    scopus 로고
    • Classification of very high spatial resolution imagery using mathematical morphology and support vector machines
    • Nov
    • D. Tuia, F. Pacifici, M. Kanevski, and W. J. Emery, "Classification of very high spatial resolution imagery using mathematical morphology and support vector machines, " IEEE Trans. Geosci. Remote Sens., vol. 47, no. 11, pp. 3866-3879, Nov. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , Issue.11 , pp. 3866-3879
    • Tuia, D.1    Pacifici, F.2    Kanevski, M.3    Emery, W.J.4
  • 20
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • DOI 10.1023/A:1012487302797
    • I. Guyon, J. Weston, S. Barnhill, and V. Vapnik, "Gene selection for cancer classification using support vector machines, " Mach. Learn., vol. 46, no. 1-3, pp. 389-422, Jan. 2002. (Pubitemid 34129977)
    • (2002) Machine Learning , vol.46 , Issue.1-3 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 21
    • 75449115228 scopus 로고    scopus 로고
    • Multi-source composite kernels for urban image classification
    • Jan.
    • D. Tuia, F. Ratle, A. Pozdnoukhov, and G. Camps-Valls, "Multi-source composite kernels for urban image classification, " IEEE Geosci. Remote Sens. Lett., vol. 7, no. 1, pp. 88-92, Jan. 2010.
    • (2010) IEEE Geosci. Remote Sens. Lett , vol.7 , Issue.1 , pp. 88-92
    • Tuia, D.1    Ratle, F.2    Pozdnoukhov, A.3    Camps-Valls, G.4
  • 22
    • 77957001686 scopus 로고    scopus 로고
    • Learning relevant image features with multiple-kernel classification
    • Oct.
    • D. Tuia, G. Camps-Valls, G. Matasci, and M. Kanevski, "Learning relevant image features with multiple-kernel classification, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 10, pp. 3780-3791, Oct. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.10 , pp. 3780-3791
    • Tuia, D.1    Camps-Valls, G.2    Matasci, G.3    Kanevski, M.4
  • 23
    • 79953094686 scopus 로고    scopus 로고
    • Urban image classification with semisupervised multiscale cluster kernels
    • Mar.
    • D. Tuia and G. Camps-Valls, "Urban image classification with semisupervised multiscale cluster kernels, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 4, no. 1, pp. 65-74, Mar. 2011.
    • (2011) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens , vol.4 , Issue.1 , pp. 65-74
    • Tuia, D.1    Camps-Valls, G.2
  • 24
    • 64549105242 scopus 로고    scopus 로고
    • A neural network approach using multi-scale textural metrics from very high-resolution panchromatic imagery for urban land-use classification
    • Jun
    • F. Pacifici, M. Chini, and W. J. Emery, "A neural network approach using multi-scale textural metrics from very high-resolution panchromatic imagery for urban land-use classification, " Remote Sens. Environ., vol. 113, no. 6, pp. 1276-1292, Jun. 2009.
    • (2009) Remote Sens. Environ , vol.113 , Issue.6 , pp. 1276-1292
    • Pacifici, F.1    Chini, M.2    Emery, W.J.3
  • 25
    • 67651177445 scopus 로고    scopus 로고
    • Using stacked generalization to combine SVMs in magnitude and shape feature spaces for classification of hyperspectral data
    • Jul
    • J. Chen, C. Wang, and R. Wang, "Using stacked generalization to combine SVMs in magnitude and shape feature spaces for classification of hyperspectral data, " IEEE Trans. Geosci. Remote Sens., vol. 47, no. 7, pp. 2193-2205, Jul. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens , vol.47 , Issue.7 , pp. 2193-2205
    • Chen, J.1    Wang, C.2    Wang, R.3
  • 26
    • 65249157560 scopus 로고
    • The divergence and Bhattacharyya distance measures in signal selection
    • Feb
    • T. Kailath, "The divergence and Bhattacharyya distance measures in signal selection, " IEEE Trans. Commun. Technol., vol. COM-15, no. 1, pp. 52-60, Feb. 1967.
    • (1967) IEEE Trans. Commun. Technol. , vol.COM-15 , Issue.1 , pp. 52-60
    • Kailath, T.1
  • 27
    • 77956058584 scopus 로고    scopus 로고
    • Hyperspectral region classification using a three-dimensional Gabor filterbank
    • Sep.
    • T. C. Bau, S. Sarkar, and G. Healey, "Hyperspectral region classification using a three-dimensional Gabor filterbank, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 9, pp. 3457-3464, Sep. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.9 , pp. 3457-3464
    • Bau, T.C.1    Sarkar, S.2    Healey, G.3
  • 29
    • 34247394279 scopus 로고    scopus 로고
    • Classification and extraction of spatial features in urban areas using high-resolution multispectral imagery
    • DOI 10.1109/LGRS.2006.890540
    • X. Huang, L. Zhang, and P. Li, "Classification and extraction of spatial features in urban areas using high resolution multispectral imagery, " IEEE Geosci. Remote Sens. Lett., vol. 4, no. 2, pp. 260-264, Apr. 2007. (Pubitemid 46645144)
    • (2007) IEEE Geoscience and Remote Sensing Letters , vol.4 , Issue.2 , pp. 260-264
    • Huang, X.1    Zhang, L.2    Li, P.3
  • 30
    • 52649118668 scopus 로고    scopus 로고
    • A multiscale feature fusion approach for classification of very high resolution satellite imagery based on wavelet transform
    • Oct
    • X. Huang, L. Zhang, and P. Li, "A multiscale feature fusion approach for classification of very high resolution satellite imagery based on wavelet transform, " Int. J. Remote Sens., vol. 29, no. 20, pp. 5923-5941, Oct. 2008.
    • (2008) Int. J. Remote Sens , vol.29 , Issue.20 , pp. 5923-5941
    • Huang, X.1    Zhang, L.2    Li, P.3
  • 31
    • 77951204124 scopus 로고    scopus 로고
    • Comparison of vector stacking, multi-SVMs fuzzy output, and multi-SVMs voting methods for multiscale VHR urban mapping
    • Apr.
    • X. Huang and L. Zhang, "Comparison of vector stacking, multi-SVMs fuzzy output, and multi-SVMs voting methods for multiscale VHR urban mapping, " IEEE Geosci. Remote Sens. Lett., vol. 7, no. 2, pp. 261-265, Apr. 2010.
    • (2010) IEEE Geosci. Remote Sens. Lett , vol.7 , Issue.2 , pp. 261-265
    • Huang, X.1    Zhang, L.2
  • 32
    • 33745615125 scopus 로고    scopus 로고
    • Object-based detailed vegetation classification with airborne high spatial resolution remote sensing imagery
    • Q. Yu, P. Gong, N. Clinton, G. Biging, and D. Schirokauer, "Object-based detailed vegetation classification with airborne high spatial resolution remote sensing imagery, " Photogramm. Eng. Remote Sens., vol. 72, no. 7, pp. 799-811, Jul. 2006. (Pubitemid 43993558)
    • (2006) Photogrammetric Engineering and Remote Sensing , vol.72 , Issue.7 , pp. 799-811
    • Yu, Q.1    Gong, P.2    Clinton, N.3    Biging, G.4    Kelly, M.5    Schirokauer, D.6
  • 33
    • 70350182935 scopus 로고    scopus 로고
    • A robust built-up area presence index by anisotropic rotation-invariant textural measure
    • Sep
    • M. Pesaresi, A. Gerhardinger, and F. Kayitakire, "A robust built-up area presence index by anisotropic rotation-invariant textural measure, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 1, no. 3, pp. 180-192, Sep. 2008.
    • (2008) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens , vol.1 , Issue.3 , pp. 180-192
    • Pesaresi, M.1    Gerhardinger, A.2    Kayitakire, F.3
  • 34
    • 36349007145 scopus 로고    scopus 로고
    • Fusion of support vector machines for classification of multisensor data
    • DOI 10.1109/TGRS.2007.898446
    • B. Waske and J. A. Benediktsson, "Fusion of support vector machines for classification of multisensor data, " IEEE Trans. Geosci. Remote Sens., vol. 45, no. 12, pp. 3858-3866, Dec. 2007. (Pubitemid 350157824)
    • (2007) IEEE Transactions on Geoscience and Remote Sensing , vol.45 , Issue.12 , pp. 3858-3866
    • Waske, B.1    Benediktsson, J.A.2
  • 35
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectral data by SVM
    • May
    • M. Pal and G. M. Foody, "Feature selection for classification of hyperspectral data by SVM, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 5, pp. 2297-2307, May 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.5 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 36
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognition
    • Jan
    • G. F. Hughes, "On the mean accuracy of statistical pattern recognition, " IEEE Trans. Inf. Theory, vol. IT-14, no. 1, pp. 55-63, Jan. 1968.
    • (1968) IEEE Trans. Inf. Theory , vol.IT-14 , Issue.1 , pp. 55-63
    • Hughes, G.F.1
  • 37
    • 77953871614 scopus 로고    scopus 로고
    • Sensitivity of support vector machines to random feature selection in classification of hyperspectral data
    • Jul.
    • B. Waske, S. van der Linden, J. A. Benediktsson, A. Rabe, and P. Hostert, "Sensitivity of support vector machines to random feature selection in classification of hyperspectral data, " IEEE Trans. Geosci. Remote Sens., vol. 48, no. 7, pp. 2880-2889, Jul. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens , vol.48 , Issue.7 , pp. 2880-2889
    • Waske, B.1    Linden Der S.Van2    Benediktsson, J.A.3    Rabe, A.4    Hostert, P.5
  • 38
    • 0035509996 scopus 로고    scopus 로고
    • The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion
    • DOI 10.1109/36.964992, PII S0196289201104092
    • M. Petrakos, J. A. Benediktsson, and I. Kanellopoulos, "The effect of classifier agreement on the accuracy of the combined classifier in decision level fusion, " IEEE Trans. Geosci. Remote Sens., vol. 39, no. 11, pp. 2539-2546, Nov. 2001. (Pubitemid 33137991)
    • (2001) IEEE Transactions on Geoscience and Remote Sensing , vol.39 , Issue.11 , pp. 2539-2546
    • Petrakos, M.1    Benediktsson, J.A.2    Kanellopoulos, I.3
  • 39
    • 34249822423 scopus 로고    scopus 로고
    • Decision fusion for the classification of urban remote sensing images
    • Oct
    • M. Fauvel, J. Chanussot, and J. A. Benediktsson, "Decision fusion for the classification of urban remote sensing images, " IEEE Trans. Geosci. Remote Sens., vol. 44, no. 10, pp. 2828-2838, Oct. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens , vol.44 , Issue.10 , pp. 2828-2838
    • Fauvel, M.1    Chanussot, J.2    Benediktsson, J.A.3
  • 40
    • 38249009909 scopus 로고
    • On the specificity of a possibility distribution
    • Sep
    • R. Yager, "On the specificity of a possibility distribution, " Fuzzy Set. Syst., vol. 50, no. 3, pp. 279-292, Sep. 1992.
    • (1992) Fuzzy Set. Syst , vol.50 , Issue.3 , pp. 279-292
    • Yager, R.1
  • 42
    • 77449140388 scopus 로고    scopus 로고
    • Quantitative indices based on 3D discrete wavelet transform for urban complexity estimation using remotely sensed imagery
    • Dec
    • H. Y. Yoo, K. Lee, and B. D. Kwon, "Quantitative indices based on 3D discrete wavelet transform for urban complexity estimation using remotely sensed imagery, " Int. J. Remote Sens., vol. 30, no. 23, pp. 6219-6239, Dec. 2009.
    • (2009) Int. J. Remote Sens , vol.30 , Issue.23 , pp. 6219-6239
    • Yoo, H.Y.1    Lee, K.2    Kwon, B.D.3
  • 44
    • 0033592606 scopus 로고    scopus 로고
    • Learning the parts of objects by non-negative matrix factorization
    • Oct
    • D. D. Lee and H. S. Seung, "Learning the parts of objects by non-negative matrix factorization, " Nature, vol. 401, no. 6775, pp. 788-791, Oct. 1999.
    • (1999) Nature , vol.401 , Issue.6775 , pp. 788-791
    • Lee, D.D.1    Seung, H.S.2
  • 45
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • Mar
    • A. Hyvarinen, "Fast and robust fixed-point algorithms for independent component analysis, " IEEE Trans. Neural Netw., vol. 10, no. 3, pp. 626-634, Mar. 1999.
    • (1999) IEEE Trans. Neural Netw , vol.10 , Issue.3 , pp. 626-634
    • Hyvarinen, A.1
  • 46
    • 46349105751 scopus 로고    scopus 로고
    • Analysis of co-occurrence and discrete wavelet transform textures for differentiation of forest and nonforest vegetation in very-high-resolution optical-sensor imagery
    • Jun
    • Y. O. Ouma, J. Tetuko, and R. Tateishi, "Analysis of co-occurrence and discrete wavelet transform textures for differentiation of forest and nonforest vegetation in very-high-resolution optical-sensor imagery, " Int. J. Remote Sens., vol. 29, no. 12, pp. 3471-3456, Jun. 2008.
    • (2008) Int. J. Remote Sens , vol.29 , Issue.12 , pp. 3471-3456
    • Ouma, Y.O.1    Tetuko, J.2    Tateishi, R.3
  • 47
    • 0034011151 scopus 로고    scopus 로고
    • Texture analysis for urban pattern recognition using fineresolution panchromatic satellite imagery
    • May
    • M. Pesaresi, "Texture analysis for urban pattern recognition using fineresolution panchromatic satellite imagery, " Geograph. Environ. Model., vol. 4, no. 1, pp. 47-67, May 2000.
    • (2000) Geograph. Environ. Model , vol.4 , Issue.1 , pp. 47-67
    • Pesaresi, M.1
  • 48
    • 3042654673 scopus 로고    scopus 로고
    • A relative evaluation of multiclass image classification by support vector machines
    • Jun
    • G. M. Foody and A. Mathur, "A relative evaluation of multiclass image classification by support vector machines, " IEEE Trans. Geosci. Remote Sens., vol. 42, no. 6, pp. 1335-1343, Jun. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens , vol.42 , Issue.6 , pp. 1335-1343
    • Foody, G.M.1    Mathur, A.2
  • 49
    • 0003243224 scopus 로고    scopus 로고
    • Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods
    • Cambridge, MA: MIT Press
    • J. C. Platt, "Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods, " in Advances in Large Margin Classifiers. Cambridge, MA: MIT Press, 1999, pp. 61-74.
    • (1999) Advances in Large Margin Classifiers , pp. 61-74
    • Platt, J.C.1
  • 51
    • 3042661357 scopus 로고    scopus 로고
    • Thematic map comparison: Evaluating the statistical significance of differences in classification accuracy
    • G. M. Foody, "Thematic map comparison: Evaluating the statistical significance of differences in classification accuracy, " Photogramm. Eng. Remote Sens., vol. 70, no. 5, pp. 627-633, May 2004. (Pubitemid 39081774)
    • (2004) Photogrammetric Engineering and Remote Sensing , vol.70 , Issue.5 , pp. 627-633
    • Foody, G.M.1
  • 52
  • 53
    • 79960463240 scopus 로고    scopus 로고
    • A multidirectional and multiscale morphological index for automatic building extraction from multispectral GeoEye-1 imagery
    • Jul.
    • X. Huang and L. Zhang, "A multidirectional and multiscale morphological index for automatic building extraction from multispectral GeoEye-1 imagery, " Photogramm. Eng. Remote Sens., vol. 77, no. 7, pp. 721-732, Jul. 2011.
    • (2011) Photogramm. Eng. Remote Sens , vol.77 , Issue.7 , pp. 721-732
    • Huang, X.1    Zhang, L.2
  • 54
    • 79957460116 scopus 로고    scopus 로고
    • Using active learning to adapt remote sensing image classifiers
    • Sep.
    • D. Tuia, E. Pasolli, and W. J. Emery, "Using active learning to adapt remote sensing image classifiers, " Remote Sens. Environ., vol. 115, no. 9, pp. 2232-2242, Sep. 2011.
    • (2011) Remote Sens. Environ , vol.115 , Issue.9 , pp. 2232-2242
    • Tuia, D.1    Pasolli, E.2    Emery, W.J.3
  • 55
    • 79957456032 scopus 로고    scopus 로고
    • A survey of active learning algorithms for supervised remote sensing image classification
    • Jun.
    • D. Tuia, M. Volpi, L. Copa, M. Kanevski, and J. Munoz-Mari, "A survey of active learning algorithms for supervised remote sensing image classification, " IEEE J. Sel. Topics Signal Process., vol. 5, no. 3, pp. 606-617, Jun. 2011.
    • (2011) IEEE J. Sel. Topics Signal Process , vol.5 , Issue.3 , pp. 606-617
    • Tuia, D.1    Volpi, M.2    Copa, L.3    Kanevski, M.4    Munoz-Mari, J.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.