메뉴 건너뛰기




Volumn 50, Issue 8, 2012, Pages 3066-3080

Evaluating classification techniques for mapping vertical geology using field-based hyperspectral sensors

Author keywords

Geology; hyperspectral imaging; minerals; mining industry; spectral analysis; support vector machines

Indexed keywords

AUTOMATED MINING; CLASSIFICATION TECHNIQUE; GEOLOGICAL BOUNDARIES; HYPERSPECTRAL DATA; HYPERSPECTRAL IMAGING; HYPERSPECTRAL SENSORS; REAL-TIME INFORMATION; ROCK TYPES; SPECTRAL ANGLE MAPPERS; SPECTRAL CURVE SHAPE; SPECTRAL LIBRARIES; TWO CLASSIFICATION; VERTICAL SURFACE;

EID: 84864282121     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2011.2178419     Document Type: Article
Times cited : (128)

References (42)
  • 1
    • 33744472485 scopus 로고    scopus 로고
    • Quantitative imaging to measure photosynthetic biomass on an intertidal rock-platform
    • R. J. Murphy, A. J. Underwood, andM. H. Pinkerton, "Quantitative imaging to measure photosynthetic biomass on an intertidal rock-platform," Marine Ecol. Progr. Ser., vol. 312, pp. 45-55, Apr. 2006. (Pubitemid 43797812)
    • (2006) Marine Ecology Progress Series , vol.312 , pp. 45-55
    • Murphy, R.J.1    Underwood, A.J.2    Pinkerton, M.H.3
  • 2
    • 62149098447 scopus 로고    scopus 로고
    • Patiriella exigua: Grazing by a starfish in an overgrazed intertidal system
    • A. C. Jackson, R. J. Murphy, and A. J. Underwood, "Patiriella exigua: Grazing by a starfish in an overgrazed intertidal system," Marine Ecol. Progr. Ser., vol. 376, pp. 153-163, 2009.
    • (2009) Marine Ecol. Progr. Ser. , vol.376 , pp. 153-163
    • Jackson, A.C.1    Murphy, R.J.2    Underwood, A.J.3
  • 3
    • 67650621554 scopus 로고    scopus 로고
    • Thermal imaging of alluvial fans: A new technique for remote classification of sedimentary features
    • Jul.
    • C. Hardgrove, J. Moersch, and S. Whisner, "Thermal imaging of alluvial fans: A new technique for remote classification of sedimentary features," Earth Planet. Sci. Lett., vol. 285, no. 1/2, pp. 124-130, Jul. 2009.
    • (2009) Earth Planet. Sci. Lett. , vol.285 , Issue.1-2 , pp. 124-130
    • Hardgrove, C.1    Moersch, J.2    Whisner, S.3
  • 4
    • 34250025938 scopus 로고    scopus 로고
    • Detection of a new summit crater on Bezymianny Volcano lava dome: Satellite and field-based thermal data
    • DOI 10.1007/s00445-007-0113-x
    • A. J. Carter, M. S. Ramsey, and A. B. Belousov, "Detection of a new summit crater on Bezymianny Volcano lava dome: Satellite and field-based thermal data," Bull. Volcanol., vol. 69, no. 7, pp. 811-815, Jun. 2007. (Pubitemid 46881906)
    • (2007) Bulletin of Volcanology , vol.69 , Issue.7 , pp. 811-815
    • Carter, A.J.1    Ramsey, M.S.2    Belousov, A.B.3
  • 5
    • 63149103419 scopus 로고    scopus 로고
    • Green citrus detection using hyperspectral imaging
    • May
    • H. Okamoto and W. S. Lee, "Green citrus detection using hyperspectral imaging," Comput. Electron. Agric., vol. 66, no. 2, pp. 201-208, May 2009.
    • (2009) Comput. Electron. Agric. , vol.66 , Issue.2 , pp. 201-208
    • Okamoto, H.1    Lee, W.S.2
  • 6
    • 62849105272 scopus 로고    scopus 로고
    • Detection of citrus canker using hyperspectral reflectance imaging with spectral information divergence
    • Jul.
    • J. Qin, T. F. Burks, M. A. Ritenour, and W. G. Bonn, "Detection of citrus canker using hyperspectral reflectance imaging with spectral information divergence," J. Food Eng., vol. 93, no. 2, pp. 183-191, Jul. 2009.
    • (2009) J. Food Eng. , vol.93 , Issue.2 , pp. 183-191
    • Qin, J.1    Burks, T.F.2    Ritenour, M.A.3    Bonn, W.G.4
  • 7
    • 84864442649 scopus 로고    scopus 로고
    • Geological outcrop modelling and interpretation using ground based hyperspectral and laser scanning data fusion
    • T. H. Kurz, S. J. Buckley, J. A. Howell, and D. Schneider, "Geological outcrop modelling and interpretation using ground based hyperspectral and laser scanning data fusion," Int. Archives Photogramm., Remote Sens. Spatial Inf. Sci., vol. 37, no. 88, pp. 1229-1234, 2008.
    • (2008) Int. Archives Photogramm., Remote Sens. Spatial Inf. Sci. , vol.37 , Issue.88 , pp. 1229-1234
    • Kurz, T.H.1    Buckley, S.J.2    Howell, J.A.3    Schneider, D.4
  • 8
    • 0027338791 scopus 로고
    • The spectral image processing system (SIPS) - interactive visualization and analysis of imaging spectrometer data
    • F. A. Kruse, A. B. Lefkoff, J. B. Boardman, K. B. Heidebrecht, A. T. Shapiro, P. J. Barloon, and A. F. H. Goetz, "The Spectral Image Processing System (SIPS)-Interactive visualization and analysis of imaging spectrometer data," Remote Sens. Environ., vol. 44, pp. 145-163, 1993. (Pubitemid 23383101)
    • (1993) Remote Sensing of Environment , vol.44 , Issue.2-3 , pp. 145-163
    • Kruse, F.A.1
  • 11
    • 78650470232 scopus 로고    scopus 로고
    • Assessing the influence of reference spectra on synthetic SAM classification results
    • Dec.
    • C. Hecker, M. van der Meijde, H. van der Werff, and F. D. van der Meer, "Assessing the influence of reference spectra on synthetic SAM classification results," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 12, pp. 4162-4172, Dec. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , Issue.12 , pp. 4162-4172
    • Hecker, C.1    Van Der Meijde, M.2    Van Der Werff, H.3    Van Der Meer, F.D.4
  • 12
    • 55649124123 scopus 로고    scopus 로고
    • Comparison of metrics for the classification of soils under variable geometrical conditions using hyperspectral data
    • Oct.
    • F. Tavin, A. Roman, S. Mathieu, F. Baret, W. Liu, and P. Gouton, "Comparison of metrics for the classification of soils under variable geometrical conditions using hyperspectral data," IEEE Trans. Geosci. Remote Sens., vol. 5, no. 4, pp. 755-759, Oct. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.5 , Issue.4 , pp. 755-759
    • Tavin, F.1    Roman, A.2    Mathieu, S.3    Baret, F.4    Liu, W.5    Gouton, P.6
  • 13
    • 31044447641 scopus 로고    scopus 로고
    • The effectiveness of spectral similarity measures for the analysis of hyperspectral imagery
    • F. Van der Meer, "The effectiveness of spectral similarity measures for the analysis of hyperspectral imagery," Int. J. Appl. Earth Observ. Geoinf., vol. 8, no. 1, pp. 3-17, 2006.
    • (2006) Int. J. Appl. Earth Observ. Geoinf. , vol.8 , Issue.1 , pp. 3-17
    • Van Der Meer, F.1
  • 14
    • 4544272407 scopus 로고    scopus 로고
    • Toward intelligent training of supervised image classifications: Directing training data acquisition for SVM classification
    • DOI 10.1016/j.rse.2004.06.017, PII S003442570400207X
    • G. M. Foody and A. Mathur, "Toward intelligent training of supervised image classifications: Directing training data acquisition for SVM classification," Remote Sens. Environ., vol. 93, no. 1/2, pp. 107-117, Oct. 2004. (Pubitemid 39234714)
    • (2004) Remote Sensing of Environment , vol.93 , Issue.1-2 , pp. 107-117
    • Foody, G.M.1    Mathur, A.2
  • 15
    • 2642563585 scopus 로고    scopus 로고
    • Classification of contamination in salt marsh plants using hyperspectral reflectance
    • May
    • M. D. Wilson, S. L. Ustin, and D. M. Rocke, "Classification of contamination in salt marsh plants using hyperspectral reflectance," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 5, pp. 1088-1095, May 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , Issue.5 , pp. 1088-1095
    • Wilson, M.D.1    Ustin, S.L.2    Rocke, D.M.3
  • 16
    • 0037138473 scopus 로고    scopus 로고
    • An assessment of support vector machines for land cover classification
    • DOI 10.1080/01431160110040323
    • C. Huang, L. S. Davis, and J. R. G. Townshend, "An assessment of support vector machines for land cover classification," Int. J. Remote Sens., vol. 23, no. 4, pp. 725-749, 2002. (Pubitemid 34119904)
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.4 , pp. 725-749
    • Huang, C.1    Davis, L.S.2    Townshend, J.R.G.3
  • 17
    • 33750798496 scopus 로고    scopus 로고
    • Toward an optimal SVM classification system for hyperspectral remote sensing images
    • DOI 10.1109/TGRS.2006.880628, 1717732
    • Y. Bazi and F. Melgani, "Toward an optimal SVM classification system for hyperspectral remote sensing images," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 11, pp. 3374-3385, Nov. 2006. (Pubitemid 44711679)
    • (2006) IEEE Transactions on Geoscience and Remote Sensing , vol.44 , Issue.11 , pp. 3374-3385
    • Bazi, Y.1    Melgani, F.2
  • 19
    • 4344614511 scopus 로고    scopus 로고
    • Classification of hyperspectral remote sensing images with support vector machines
    • Aug.
    • F. Melgani and L. Bruzzone, "Classification of hyperspectral remote sensing images with support vector machines," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 8, pp. 1778-1790, Aug. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , Issue.8 , pp. 1778-1790
    • Melgani, F.1    Bruzzone, L.2
  • 20
    • 13644256120 scopus 로고    scopus 로고
    • Support vector machines for classification in remote sensing
    • M. Pal and P. M. Mather, "Support vector machines for classification in remote sensing," Int. J. Remote Sens., vol. 26, no. 5, pp. 1007-1011, 2002.
    • (2002) Int. J. Remote Sens. , vol.26 , Issue.5 , pp. 1007-1011
    • Pal, M.1    Mather, P.M.2
  • 22
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • DOI 10.1109/72.991427, PII S1045922702018052
    • C.-W. Hsu and C.-J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 415-425, Mar. 2002. (Pubitemid 34475042)
    • (2002) IEEE Transactions on Neural Networks , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2
  • 23
    • 61349196839 scopus 로고    scopus 로고
    • Support vector machine-based endmember extraction
    • Mar.
    • A. M. Filippi and R. Archibald, "Support vector machine-based endmember extraction," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 3, pp. 771-791, Mar. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.3 , pp. 771-791
    • Filippi, A.M.1    Archibald, R.2
  • 25
    • 45649084817 scopus 로고    scopus 로고
    • Field-based remote-sensing for experimental intertidal ecology: Case studies using hyper-spatial and hyper-spectral data for New South Wales (Australia)
    • Aug.
    • R. J. Murphy, A. J. Underwood, T. J. Tolhurst, and M. G. Chapman, "Field-based remote-sensing for experimental intertidal ecology: Case studies using hyper-spatial and hyper-spectral data for New South Wales (Australia)," Remote Sens. Environ., vol. 112, no. 8, pp. 3353-3365, Aug. 2008.
    • (2008) Remote Sens. Environ. , vol.112 , Issue.8 , pp. 3353-3365
    • Murphy, R.J.1    Underwood, A.J.2    Tolhurst, T.J.3    Chapman, M.G.4
  • 26
    • 78049251348 scopus 로고    scopus 로고
    • Improving discrimination of savanna tree species through a multiple-endmember spectral angle mapper approach: Canopy-level analysis
    • Nov.
    • M. A. Cho, P. Debba, R. Mathieu, L. Naidoo, J. van Aardt, and G. P. Asner, "Improving discrimination of savanna tree species through a multiple-endmember spectral angle mapper approach: Canopy-level analysis," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 11, pp. 4133-4142, Nov. 2010.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , Issue.11 , pp. 4133-4142
    • Cho, M.A.1    Debba, P.2    Mathieu, R.3    Naidoo, L.4    Van Aardt, J.5    Asner, G.P.6
  • 30
    • 41849112041 scopus 로고    scopus 로고
    • Customizing Kernel functions for SVM-based hyperspectral image classification
    • DOI 10.1109/TIP.2008.918955
    • B. Guo, S. R. Gunn, R. I. Damper, and J. D. B. Nelson, "Customizing kernel functions for SVM-based hyperspectral image classification," IEEE Trans. Image Process., vol. 17, no. 4, pp. 622-629, Apr. 2008. (Pubitemid 351493884)
    • (2008) IEEE Transactions on Image Processing , vol.17 , Issue.4 , pp. 622-629
    • Guo, B.1    Gunn, S.R.2    Damper, R.I.3    Nelson, J.D.B.4
  • 31
    • 0003243224 scopus 로고    scopus 로고
    • Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods
    • P. J. Bartlett, A. J. Smola, B. Schölkopf, and D. Schuurmans, Eds. Cambridge: MIT Press
    • J. C. Platt, "Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods," in Advances in Large Margin Classifiers, P. J. Bartlett, A. J. Smola, B. Schölkopf, and D. Schuurmans, Eds. Cambridge: MIT Press, 2000, pp. 61-74.
    • (2000) Advances in Large Margin Classifiers , pp. 61-74
    • Platt, J.C.1
  • 32
    • 34548160247 scopus 로고    scopus 로고
    • A note on Platt's probabilistic outputs for support vector machines
    • DOI 10.1007/s10994-007-5018-6
    • H. T. Lin, C. J. Lin, and R. C. Weng, "A note on Platt's probabilistic outputs for support vector machines," Mach. Learn., vol. 68, no. 3, pp. 267-276, Oct. 2007. (Pubitemid 47312490)
    • (2007) Machine Learning , vol.68 , Issue.3 , pp. 267-276
    • Lin, H.-T.1    Lin, C.-J.2    Weng, R.C.3
  • 33
    • 30744476239 scopus 로고    scopus 로고
    • Generalized Bradley-Terry models and multi-class probability estimates
    • T.-K. Huang, R. C.Weng, and C.-J. Lin, "Generalized Bradley-Terry models and multi-class probability estimates," J. Mach. Learn. Res., vol. 7, pp. 85-115, Dec. 2006. (Pubitemid 43100917)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 85-115
    • Huang, T.-K.1    Weng, R.C.2    Lin, C.-J.3
  • 35
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Jun.
    • T. Fawcett, "An introduction to ROC analysis," Pattern Recognit. Lett., vol. 27, no. 8, pp. 861-874, Jun. 2006.
    • (2006) Pattern Recognit. Lett. , vol.27 , Issue.8 , pp. 861-874
    • Fawcett, T.1
  • 37
    • 0020968740 scopus 로고
    • Assessing Landsat classification accuracy using discrete multivariate-analysis statistical techniques
    • R. G. Congalton, R. G. Oderwald, and R. A. Mead, "Assessing Landsat classification accuracy using discrete multivariate-analysis statistical techniques," Photogramm. Eng. Remote Sens., vol. 49, no. 12, pp. 1671-1678, 1983.
    • (1983) Photogramm. Eng. Remote Sens. , vol.49 , Issue.12 , pp. 1671-1678
    • Congalton, R.G.1    Oderwald, R.G.2    Mead, R.A.3
  • 38
    • 0023486388 scopus 로고
    • Correct formulation of the Kappa coefficient of agreement
    • W. D. Hudson and C. W. Ramm, "Correct formulation of the Kappa coefficient of agreement," Photogramm. Eng. Remote Sens., vol. 53, no. 4, pp. 421-422, 1987.
    • (1987) Photogramm. Eng. Remote Sens. , vol.53 , Issue.4 , pp. 421-422
    • Hudson, W.D.1    Ramm, C.W.2
  • 40
    • 44949207655 scopus 로고    scopus 로고
    • A novel method for illumination suppression in hyperspectral images
    • E. A. Ashton, B. D. Wemett, R. A. Leathers, and T. V. Downes, "A novel method for illumination suppression in hyperspectral images," in Proc. SPIE, 2008, pp. 69 660C-1-69 660C-8.
    • (2008) Proc. SPIE
    • Ashton, E.A.1    Wemett, B.D.2    Leathers, R.A.3    Downes, T.V.4
  • 41
    • 77951969231 scopus 로고    scopus 로고
    • Training and testing low-degree polynomial data mappings via linear SVM
    • Mar.
    • Y.-W. Chang, C.-J. Hsieh, K.-W. Chang, M. Ringgaard, and C.-J. Lin, "Training and testing low-degree polynomial data mappings via linear SVM," J. Mach. Learn. Res., vol. 11, pp. 1471-1490, Mar. 2010.
    • J. Mach. Learn. Res , vol.11 , Issue.2010 , pp. 1471-1490
    • Chang, Y.-W.1    Hsieh, C.-J.2    Chang, K.-W.3    Ringgaard, M.4    Lin, C.-J.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.