메뉴 건너뛰기




Volumn 47, Issue 11, 2009, Pages 3866-3879

Classification of very high spatial resolution imagery using mathematical morphology and support vector machines

Author keywords

Mathematical morphology; Recursive feature elimination (RFE); Support vector machines (SVMs); Urban land use; Very high resolution imagery

Indexed keywords

CLASSIFICATION (OF INFORMATION); FEATURE EXTRACTION; IMAGE CLASSIFICATION; IMAGE RESOLUTION; LAND USE; MATHEMATICAL MORPHOLOGY; MATHEMATICAL OPERATORS; REMOTE SENSING;

EID: 70350655559     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2009.2027895     Document Type: Article
Times cited : (182)

References (66)
  • 1
    • 0031341829 scopus 로고    scopus 로고
    • Multisensor data fusion
    • P. K. Varshney, "Multisensor data fusion," Electron. Commun. Eng. J., Vol. 6, no. 9, pp. 245-253, 1997.
    • (1997) Electron. Commun. Eng. J. , vol.6 , Issue.9 , pp. 245-253
    • Varshney, P.K.1
  • 2
    • 0032030026 scopus 로고    scopus 로고
    • Multisensor image fusion in remote sensing: Concepts, methods and applications
    • C. Pohl and J. L. Van Genderen, "Multisensor image fusion in remote sensing: Concepts, methods and applications," Int. J. Remote Sens., Vol. 19, no. 5, pp. 6-23, 1998.
    • (1998) Int. J. Remote Sens. , vol.19 , Issue.5 , pp. 6-23
    • Pohl, C.1    Van Genderen, J.L.2
  • 3
    • 0036495833 scopus 로고    scopus 로고
    • Image fusion techniques for remote sensing applications
    • Mar.
    • G. Simone, A. Farina, F. C. Morabito, S. B. Serpico, and L. Bruzzone, "Image fusion techniques for remote sensing applications," Inf. Fus., Vol. 3, no. 1, pp. 3-15, Mar. 2002.
    • (2002) Inf. Fus. , vol.3 , Issue.1 , pp. 3-15
    • Simone, G.1    Farina, A.2    Morabito, F.C.3    Serpico, S.B.4    Bruzzone, L.5
  • 4
    • 33744810940 scopus 로고    scopus 로고
    • Urban land cover multi-level region-based classification of VHR data by selecting relevant features
    • Mar.
    • A. P. Carleer and E. Wolff, "Urban land cover multi-level region-based classification of VHR data by selecting relevant features," Int. J. Remote Sens., Vol. 27, no. 6, pp. 1035-1051, Mar. 2006.
    • (2006) Int. J. Remote Sens. , vol.27 , Issue.6 , pp. 1035-1051
    • Carleer, A.P.1    Wolff, E.2
  • 6
    • 0018466704 scopus 로고
    • Statistical and structural approaches to texture
    • May
    • R. M. Haralick, "Statistical and structural approaches to texture," Proc. IEEE, Vol. 67, no. 5, pp. 786-804, May 1979.
    • (1979) Proc. IEEE , vol.67 , Issue.5 , pp. 786-804
    • Haralick, R.M.1
  • 7
    • 0029273845 scopus 로고
    • An investigation of the textural characteristics associated with gray level cooccurrence matrix statistical parameters
    • Mar.
    • A. Baraldi and F. Parmiggiani, "An investigation of the textural characteristics associated with gray level cooccurrence matrix statistical parameters," IEEE Trans. Geosci. Remote Sens., Vol. 33, no. 2, pp. 293-304, Mar. 1995.
    • (1995) IEEE Trans. Geosci. Remote Sens. , vol.33 , Issue.2 , pp. 293-304
    • Baraldi, A.1    Parmiggiani, F.2
  • 8
    • 13444283842 scopus 로고    scopus 로고
    • The utility of texture analysis to improve per-pixel classification for high to very high spatial resolution imagery
    • A. Puissant, J. Hirsch, and C. Weber, "The utility of texture analysis to improve per-pixel classification for high to very high spatial resolution imagery," Int. J. Remote Sens., Vol. 26, no. 4, pp. 733-745, 2005.
    • (2005) Int. J. Remote Sens. , vol.26 , Issue.4 , pp. 733-745
    • Puissant, A.1    Hirsch, J.2    Weber, C.3
  • 9
    • 6344256790 scopus 로고    scopus 로고
    • A multiscale texture analysis procedure for improved forest and stand classification
    • Oct.
    • C. A. Coburn and A. C. B. Roberts, "A multiscale texture analysis procedure for improved forest and stand classification," Int. J. Remote Sens., Vol. 25, no. 20, pp. 4287-4308, Oct. 2004.
    • (2004) Int. J. Remote Sens. , vol.25 , Issue.20 , pp. 4287-4308
    • Coburn, C.A.1    Roberts, A.C.B.2
  • 10
    • 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
  • 11
    • 0033738219 scopus 로고    scopus 로고
    • Texture analysis through a Markovian modelling and fuzzy classification: Application to urban area extraction from satellite images
    • Feb./Mar.
    • A. Lorette, X. Descombes, and J. Zerubia, "Texture analysis through a Markovian modelling and fuzzy classification: Application to urban area extraction from satellite images," Int. J. Comput. Vis., Vol. 36, no. 3, pp. 221-236, Feb./Mar. 2000.
    • (2000) Int. J. Comput. Vis. , vol.36 , Issue.3 , pp. 221-236
    • Lorette, A.1    Descombes, X.2    Zerubia, J.3
  • 12
    • 3843116557 scopus 로고    scopus 로고
    • Texture feature analysis using a gauss-Markov model in hyperspectral image classification
    • Jul.
    • G. Rellier, X. Descombes, F. Falzon, and J. Zerubia, "Texture feature analysis using a gauss-markov model in hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., Vol. 42, no. 7, pp. 1543-1551, Jul. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , Issue.7 , pp. 1543-1551
    • Rellier, G.1    Descombes, X.2    Falzon, F.3    Zerubia, J.4
  • 13
    • 1242331304 scopus 로고    scopus 로고
    • Comparing cooccurrence probabilities and Markov random fields for texture analysis of SAR sea ice imagery
    • Jan.
    • D. A. Clausi and B. Yue, "Comparing cooccurrence probabilities and Markov random fields for texture analysis of SAR sea ice imagery," IEEE Trans. Geosci. Remote Sens., Vol. 42, no. 1, pp. 215-228, Jan. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , Issue.1 , pp. 215-228
    • Clausi, D.A.1    Yue, B.2
  • 14
    • 34247530976 scopus 로고    scopus 로고
    • Classification of high spatial resolution imagery using improved Gaussian Markov random-field-based texture features
    • May
    • Y. Zhao, L. Zhang, P. Li, and B. Huang, "Classification of high spatial resolution imagery using improved Gaussian Markov random-field-based texture features," IEEE Trans. Geosci. Remote Sens., Vol. 45, no. 5, pp. 1458-1468, May 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.5 , pp. 1458-1468
    • Zhao, Y.1    Zhang, L.2    Li, P.3    Huang, B.4
  • 16
    • 21244464429 scopus 로고    scopus 로고
    • Design-based texture feature fusion using gabor filters and co-occurrence probabilities
    • Jul.
    • D. A. Clausi and H. Deng, "Design-based texture feature fusion using Gabor filters and co-occurrence probabilities," IEEE Trans. Image Process., Vol. 14, no. 7, pp. 925-936, Jul. 2005.
    • (2005) IEEE Trans. Image Process. , vol.14 , Issue.7 , pp. 925-936
    • Clausi, D.A.1    Deng, H.2
  • 20
    • 0035248508 scopus 로고    scopus 로고
    • A new approach for the morphological segmentation of high-resolution satellite images
    • Feb.
    • M. Pesaresi and J. A. Benediktsson, "A new approach for the morphological segmentation of high-resolution satellite images," IEEE Trans. Geosci. Remote Sens., Vol. 39, no. 2, pp. 309-320, Feb. 2001.
    • (2001) IEEE Trans. Geosci. Remote Sens. , vol.39 , Issue.2 , pp. 309-320
    • Pesaresi, M.1    Benediktsson, J.A.2
  • 21
    • 0036762736 scopus 로고    scopus 로고
    • Advances in mathematical morphology applied to geoscience and remote sensing
    • Sep.
    • P. Soille and M. Pesaresi, "Advances in mathematical morphology applied to geoscience and remote sensing," IEEE Trans. Geosci. Remote Sens., Vol. 40, no. 9, pp. 2042-2055, Sep. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , Issue.9 , pp. 2042-2055
    • Soille, P.1    Pesaresi, M.2
  • 23
    • 0028748385 scopus 로고
    • Classification of remotely sensed images using mathematical morphology
    • D. Wang, D. C. He, and D. Morin, "Classification of remotely sensed images using mathematical morphology," in Proc. IGARSS, 1994, pp. 1615-1617.
    • (1994) Proc. IGARSS , pp. 1615-1617
    • Wang, D.1    He, D.C.2    Morin, D.3
  • 24
    • 0242457299 scopus 로고    scopus 로고
    • Classification by mathematical morphology
    • P. Pina and T. Barata, "Classification by mathematical morphology," in Proc. IGARSS, 2003, pp. 3516-3518.
    • (2003) Proc. IGARSS , pp. 3516-3518
    • Pina, P.1    Barata, T.2
  • 25
    • 33947721148 scopus 로고    scopus 로고
    • Morphological texture features for unsupervised and supervised segmentations of natural landscapes
    • Apr.
    • I. Epifanio and P. Soille, "Morphological texture features for unsupervised and supervised segmentations of natural landscapes," IEEE Trans. Geosci. Remote Sens., Vol. 45, no. 4, pp. 1074-1083, Apr. 2007.
    • (2007) IEEE Trans. Geosci. Remote Sens. , vol.45 , Issue.4 , pp. 1074-1083
    • Epifanio, I.1    Soille, P.2
  • 26
    • 0005435605 scopus 로고    scopus 로고
    • Detection of urban features using morphological based segmentation and very high resolution remotely sensed data
    • Berlin, Germany: Springer-Verlag
    • M. Pesaresi and I. Kannellopoulos, "Detection of urban features using morphological based segmentation and very high resolution remotely sensed data," in Machine Vision and Advanced Image Processing in Remote Sensing. Berlin, Germany: Springer-Verlag, 1999.
    • (1999) Machine Vision and Advanced Image Processing in Remote Sensing
    • Pesaresi, M.1    Kannellopoulos, I.2
  • 27
    • 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. Arnason, "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    Arnason, K.3
  • 28
    • 0242459688 scopus 로고    scopus 로고
    • Morphological transformations and feature extraction for urban data with high spectral and spatial resolution
    • J. A. Palmason, J. A. Benediktsson, and K. Arnason, "Morphological transformations and feature extraction for urban data with high spectral and spatial resolution," in Proc. IGARSS, 2003, pp. 470-472.
    • (2003) Proc. IGARSS , pp. 470-472
    • Palmason, J.A.1    Benediktsson, J.A.2    Arnason, K.3
  • 29
    • 14644412366 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas based on extended morphological profiles
    • Mar.
    • 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. 480-490, Mar. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens. , vol.43 , Issue.3 , pp. 480-490
    • Benediktsson, J.A.1    Palmason, J.A.2    Sveinsson, J.R.3
  • 30
    • 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
  • 31
    • 0036681007 scopus 로고    scopus 로고
    • New approach to morphological color image processing
    • Aug.
    • G. Louverdis, M. I. Vardavoulia, I. Andreadis, and P. Tsalides, "New approach to morphological color image processing," Pattern Recognit., Vol. 35, no. 8, pp. 1733-1741, Aug. 2002.
    • (2002) Pattern Recognit. , vol.35 , Issue.8 , pp. 1733-1741
    • Louverdis, G.1    Vardavoulia, M.I.2    Andreadis, I.3    Tsalides, P.4
  • 32
    • 0242625368 scopus 로고    scopus 로고
    • A new method for target detection in hyperspectral imagery based on extended morphological profiles
    • A. Plaza, P. Martinez, R. Perez, and J. Plaza, "A new method for target detection in hyperspectral imagery based on extended morphological profiles," in Proc. IGARSS, 2003, pp. 3772-3774.
    • (2003) Proc. IGARSS , pp. 3772-3774
    • Plaza, A.1    Martinez, P.2    Perez, R.3    Plaza, J.4
  • 33
    • 14644435059 scopus 로고    scopus 로고
    • Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations
    • Mar.
    • A. Plaza, P. Martinez, J. Plaza, and R. Perez, "Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations," IEEE Trans. Geosci. Remote Sens., Vol. 43, no. 3, pp. 466-479, Mar. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens. , vol.43 , Issue.3 , pp. 466-479
    • Plaza, A.1    Martinez, P.2    Plaza, J.3    Perez, R.4
  • 34
    • 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
  • 35
    • 0003121610 scopus 로고
    • Density estimation: Theory, practice and visualization
    • New York: Wiley
    • D. W. Scott, "Density estimation: Theory, practice and visualization," in The Curse of Dimensionality and Dimension Reduction. New York: Wiley, 1992, pp. 195-217.
    • (1992) The Curse of Dimensionality and Dimension Reduction , pp. 195-217
    • Scott, D.W.1
  • 38
    • 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
  • 39
    • 3843096026 scopus 로고    scopus 로고
    • Robust support vector method for hyperspectral data classification and knowledge discovery
    • Jul.
    • G. Camps-Valls, L. Gomez-Chova, J. Calpe, and E. Soria, "Robust support vector method for hyperspectral data classification and knowledge discovery," IEEE Trans. Geosci. Remote Sens., Vol. 42, no. 7, pp. 1530-1542, Jul. 2004.
    • (2004) IEEE Trans. Geosci. Remote Sens. , vol.42 , Issue.7 , pp. 1530-1542
    • Camps-Valls, G.1    Gomez-Chova, L.2    Calpe, J.3    Soria, E.4
  • 40
    • 20444432773 scopus 로고    scopus 로고
    • Kernel-based methods for hyperspectral image classification
    • Jun.
    • G. Camps-Valls and L. Bruzzone, "Kernel-based methods for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., Vol. 43, no. 6, pp. 1351-1362, Jun. 2005.
    • (2005) IEEE Trans. Geosci. Remote Sens. , vol.43 , Issue.6 , pp. 1351-1362
    • Camps-Valls, G.1    Bruzzone, L.2
  • 41
    • 42749086766 scopus 로고    scopus 로고
    • Classification of hyperspectral remote-sensing data with primal SVM for small-sized training dataset problem
    • M. Chi, R. Feng, and L. Bruzzone, "Classification of hyperspectral remote-sensing data with primal SVM for small-sized training dataset problem," Adv. Space Res., Vol. 41, no. 11, pp. 1793-1799, 2008.
    • (2008) Adv. Space Res. , vol.41 , Issue.11 , pp. 1793-1799
    • Chi, M.1    Feng, R.2    Bruzzone, L.3
  • 43
    • 0027579237 scopus 로고
    • Feature extraction based on decision boundaries
    • Apr.
    • C. Lee and D. A. Landgrebe, "Feature extraction based on decision boundaries," IEEE Trans. Pattern Anal. Mach. Intell., Vol. 15, no. 4, pp. 388-400, Apr. 1993.
    • (1993) IEEE Trans. Pattern Anal. Mach. Intell. , vol.15 , Issue.4 , pp. 388-400
    • Lee, C.1    Landgrebe, D.A.2
  • 44
    • 0036875217 scopus 로고    scopus 로고
    • A robust classification procedure based on mixture classifiers and nonparametric weighted feature extraction
    • Nov.
    • B. C. Kuo and D. A. Landgrebe, "A robust classification procedure based on mixture classifiers and nonparametric weighted feature extraction," IEEE Trans. Geosci. Remote Sens., Vol. 40, no. 11, pp. 2486-2494, Nov. 2002.
    • (2002) IEEE Trans. Geosci. Remote Sens. , vol.40 , Issue.11 , pp. 2486-2494
    • Kuo, B.C.1    Landgrebe, D.A.2
  • 45
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Mar.
    • I. Guyon and A. Elisseeff, "An introduction to variable and feature selection," J. Mach. Learn. Res., Vol. 3, no. 7/8, pp. 1157-1182, Mar. 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , Issue.7-8 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 47
    • 0033586934 scopus 로고    scopus 로고
    • An evaluation of spatial autocorrelation feature selection
    • May
    • T. A. Warner, K. Steinmaus, and H. Foote, "An evaluation of spatial autocorrelation feature selection," Int. J. Remote Sens., Vol. 20, no. 8, pp. 1601-1616, May 1999.
    • (1999) Int. J. Remote Sens. , vol.20 , Issue.8 , pp. 1601-1616
    • Warner, T.A.1    Steinmaus, K.2    Foote, H.3
  • 48
    • 0033586445 scopus 로고    scopus 로고
    • Feature selection and land cover classification of a MODIS-like data set for a semiarid environment
    • Mar.
    • J. S. Borak, "Feature selection and land cover classification of a MODIS-like data set for a semiarid environment," Int. J. Remote Sens., Vol. 20, no. 5, pp. 919-938, Mar. 1999.
    • (1999) Int. J. Remote Sens. , vol.20 , Issue.5 , pp. 919-938
    • Borak, J.S.1
  • 49
    • 0034651854 scopus 로고    scopus 로고
    • A technique for features selection in multiclass problems
    • Feb.
    • L. Bruzzone and S. B. Serpico, "A technique for features selection in multiclass problems," Int. J. Remote Sens., Vol. 21, no. 3, pp. 549-563, Feb. 2000.
    • (2000) Int. J. Remote Sens. , vol.21 , Issue.3 , pp. 549-563
    • Bruzzone, L.1    Serpico, S.B.2
  • 50
    • 0036324671 scopus 로고    scopus 로고
    • The role of feature selection in artificial neural network applications
    • Aug.
    • T. Kavzoglu and P. M. Mather, "The role of feature selection in artificial neural network applications," Int. J. Remote Sens., Vol. 23, no. 15, pp. 2919-2937, Aug. 2002.
    • (2002) Int. J. Remote Sens. , vol.23 , Issue.15 , pp. 2919-2937
    • Kavzoglu, T.1    Mather, P.M.2
  • 51
    • 40349114785 scopus 로고    scopus 로고
    • Phase correlation based redundancy removal in feature weighting band selection for hyperspectral images
    • Mar.
    • B. Demir and S. Ertürk, "Phase correlation based redundancy removal in feature weighting band selection for hyperspectral images," Int. J. Remote Sens., Vol. 29, no. 6, pp. 1801-1807, Mar. 2008.
    • (2008) Int. J. Remote Sens. , vol.29 , Issue.6 , pp. 1801-1807
    • Demir, B.1    Ertürk, S.2
  • 52
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Jan.
    • 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.
    • (2002) Mach. Learn. , vol.46 , Issue.1-3 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 53
    • 84890520049 scopus 로고    scopus 로고
    • Use of the zeronorm with linear models and kernel methods
    • Mar.
    • J. Weston, A. Elisseeff, B. Schölkopf, and M. Tipping, "Use of the zeronorm with linear models and kernel methods," J. Mach. Learn. Res., Vol. 3, no. 7/8, pp. 1439-1461, Mar. 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , Issue.7-8 , pp. 1439-1461
    • Weston, J.1    Elisseeff, A.2    Schölkopf, B.3    Tipping, M.4
  • 54
    • 35348920168 scopus 로고    scopus 로고
    • Feature selection and classification of hyperspectral images with support vector machines
    • Oct.
    • R. Archibald and G. Fann, "Feature selection and classification of hyperspectral images with support vector machines," IEEE Geosci. Remote Sens. Lett., Vol. 4, no. 4, pp. 674-679, Oct. 2007.
    • (2007) IEEE Geosci. Remote Sens. Lett. , vol.4 , Issue.4 , pp. 674-679
    • Archibald, R.1    Fann, G.2
  • 55
    • 33750798496 scopus 로고    scopus 로고
    • Toward an optimal SVM classification system for hyperspectral remote sensing images
    • Nov.
    • A. 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. 3374-3376, Nov. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , Issue.11 , pp. 3374-3376
    • Bazi, A.1    Melgani, F.2
  • 57
    • 33747119337 scopus 로고    scopus 로고
    • Support vector machine-based feature selection for land cover classification: A case study with DAIS hyperspectral data
    • Jul.
    • M. Pal, "Support vector machine-based feature selection for land cover classification: A case study with DAIS hyperspectral data," Int. J. Remote Sens., Vol. 27, no. 14, pp. 2877-2894, Jul. 2006.
    • (2006) Int. J. Remote Sens. , vol.27 , Issue.14 , pp. 2877-2894
    • Pal, M.1
  • 58
    • 0029404248 scopus 로고
    • Theoretical aspects of morphological filters by reconstruction
    • Nov.
    • J. Crespo, J. Serra, and R. Schafer, "Theoretical aspects of morphological filters by reconstruction," Signal Process., Vol. 47, no. 2, pp. 201-225, Nov. 1995.
    • (1995) Signal Process. , vol.47 , Issue.2 , pp. 201-225
    • Crespo, J.1    Serra, J.2    Schafer, R.3
  • 59
    • 44049100795 scopus 로고    scopus 로고
    • Comparing statistical and neural network methods applied to very high resolution satellite images showing changes in man-made structures at rocky flats
    • Jun.
    • M. Chini, F. Pacifici, W. J. Emery, N. Pierdicca, and F. Del Frate, "Comparing statistical and neural network methods applied to very high resolution satellite images showing changes in man-made structures at rocky flats," IEEE Trans. Geosci. Remote Sens., Vol. 46, no. 6, pp. 1812-1821, Jun. 2008.
    • (2008) IEEE Trans. Geosci. Remote Sens. , vol.46 , Issue.6 , pp. 1812-1821
    • Chini, M.1    Pacifici, F.2    Emery, W.J.3    Pierdicca, N.4    Del Frate, F.5
  • 60
    • 5044234815 scopus 로고    scopus 로고
    • Torch: A modular machine learning software library
    • Martigny, Switzerland, Tech. Rep. RR 02-46
    • R. Collobert, S. Bengio, and J. Mariethoz, "Torch: A modular machine learning software library," IDIAP, Martigny, Switzerland, Tech. Rep. RR 02-46, 2002.
    • (2002) IDIAP
    • Collobert, R.1    Bengio, S.2    Mariethoz, J.3
  • 61
    • 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. 50, no. 5, pp. 627-633, 2004.
    • (2004) Photogramm. Eng. Remote Sens. , vol.50 , Issue.5 , pp. 627-633
    • Foody, G.M.1
  • 63
    • 0036522403 scopus 로고    scopus 로고
    • Unsupervised feature selection using feature similarity
    • Mar.
    • P. Mitra, C. A. Murthy, and K. Pal, "Unsupervised feature selection using feature similarity," IEEE Trans. Pattern Anal. Mach. Intell., Vol. 24, no. 3, pp. 301-312, Mar. 2002.
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell. , vol.24 , Issue.3 , pp. 301-312
    • Mitra, P.1    Murthy, C.A.2    Pal, K.3
  • 64
    • 0028424239 scopus 로고
    • Improving generalization with active learning
    • May
    • D. Cohn, L. Atlas, and R. Ladner, "Improving generalization with active learning," Mach. Learn., Vol. 15, no. 2, pp. 201-221, May 1994.
    • (1994) Mach. Learn. , vol.15 , Issue.2 , pp. 201-221
    • Cohn, D.1    Atlas, L.2    Ladner, R.3
  • 65
    • 2942558578 scopus 로고    scopus 로고
    • Segmentation of multispectral remote sensing images using active support vector machines
    • Jul.
    • P. Mitra, B. Uma Shankar, and S. K. Pal, "Segmentation of multispectral remote sensing images using active support vector machines," Pattern Recognit. Lett., Vol. 25, no. 9, pp. 1067-1074, Jul. 2004.
    • (2004) Pattern Recognit. Lett. , vol.25 , Issue.9 , pp. 1067-1074
    • Mitra, P.1    Uma Shankar, B.2    Pal, S.K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.