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Volumn 7, Issue 6, 2014, Pages 2147-2160

Automatic framework for spectral-spatial classification based on supervised feature extraction and morphological attribute profiles

Author keywords

Extended Multi Attribute Profile (EMAP); hyperspectral image analysis; random forest classification; supervised feature extraction (FE)

Indexed keywords

DECISION TREES; FEATURE EXTRACTION; INDEPENDENT COMPONENT ANALYSIS; SPECTROSCOPY;

EID: 84905903346     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2014.2298876     Document Type: Article
Times cited : (115)

References (41)
  • 2
    • 77957741951 scopus 로고
    • On the mean accuracy of statistical pattern recognizers
    • Jan.
    • G. Hughes, "On the mean accuracy of statistical pattern recognizers," IEEE Trans. Inf. Theory, vol. 14, no. 1, pp. 55-63, Jan. 1968.
    • (1968) IEEE Trans. Inf. Theory , vol.14 , Issue.1 , pp. 55-63
    • Hughes, G.1
  • 4
    • 84889007055 scopus 로고    scopus 로고
    • Classification of hyperspectral images with binary fractional order Darwinian PSO and random forests
    • Oct. doi: 10.1117/12.2027641
    • P. Ghamisi, M. S. Couceiro, and J. A. Benediktsson. "Classification of hyperspectral images with binary fractional order Darwinian PSO and random forests," in Proc. SPIE 8892, Image Signal Process. Remote Sens. XIX, Oct. 17, 2013, p. 88920S, doi: 10.1117/12.2027641.
    • (2013) Proc. SPIE 8892, Image Signal Process. Remote Sens. XIX , vol.17
    • Ghamisi, P.1    Couceiro, M.S.2    Benediktsson, J.A.3
  • 5
    • 0003752735 scopus 로고    scopus 로고
    • Ph.D. thesis School of Electrical and Computer Engineering, Purdue Univ., West Lafayette, IN [Online]. Available
    • S. Tadjudin, "Classification of high dimensional data with limited training samples," Ph.D. thesis, School of Electrical and Computer Engineering, Purdue Univ., West Lafayette, IN, 1998, 123pp. [Online]. Available: http://dynamo.ecn.purdue.edu/~landgreb/publications.html.
    • (1998) Classification of High Dimensional Data with Limited Training Samples , pp. 123
    • Tadjudin, S.1
  • 6
    • 84899967600 scopus 로고    scopus 로고
    • Advances in spectral-spatial classification of hyperspectral images
    • Mar.
    • M. Fauvel, Y. Tarabalka, J. A. Benediktsson, J. Chanussot, and J. C. Tilton, "Advances in spectral-spatial classification of hyperspectral images," Proc. IEEE, vol. 101, no. 3, pp. 652-675, Mar. 2013.
    • (2013) Proc. IEEE , vol.101 , Issue.3 , pp. 652-675
    • Fauvel, M.1    Tarabalka, Y.2    Benediktsson, J.A.3    Chanussot, J.4    Tilton, J.C.5
  • 7
    • 0024752683 scopus 로고
    • Discrete-index Markov-type random processes
    • DOI 10.1109/5.40665
    • H. Derin and P. A. Kelly, "Discrete-index Markov-type random processes," Proc. IEEE, vol. 77, no. 10, pp. 1485-1510, Oct. 1989. (Pubitemid 20641735)
    • (1989) Proceedings of the IEEE , vol.77 , Issue.10 , pp. 1485-1510
    • Derin Haluk1    Kelly Patrick, A.2
  • 8
    • 33646751287 scopus 로고    scopus 로고
    • A context-sensitive technique based on support vector machines for image classification
    • F. Bovolo and L. Bruzzone, "A context-sensitive technique based on support vector machines for image classification," in Proc. Pattern Recogn. Mach. Intell., 2005, pp. 260-265.
    • (2005) Proc. Pattern Recogn. Mach. Intell. , pp. 260-265
    • Bovolo, F.1    Bruzzone, L.2
  • 9
    • 84896316919 scopus 로고    scopus 로고
    • Spectral-spatial classification of hyperspectral images based on hidden Markov random fields
    • Jun. [Online]. Available
    • P. Ghamisi, J. A. Benediktsson, and M. O. Ulfarsson, "Spectral- spatial classification of hyperspectral images based on hidden Markov random fields," IEEE Trans. Geosci. Remote Sens., vol. PP, no. 99, pp. 1-10, Jun. 2013 [Online]. Available: http://dx.doi.org/10.1109/TGRS.2013. 2263282.
    • (2013) IEEE Trans. Geosci. Remote Sens. , Issue.99 , pp. 1-10
    • Ghamisi, P.1    Benediktsson, J.A.2    Ulfarsson, M.O.3
  • 10
    • 84873202891 scopus 로고    scopus 로고
    • Use of Darwinian particle swarm optimization technique for the segmentation of remote sensing images
    • P. Ghamisi, M. S. Couceiro, N. M. F. Ferreira, and L. Kumar, "Use of Darwinian particle swarm optimization technique for the segmentation of remote sensing images," in Proc. IEEE Int. Geosci. Remote Sens. Symp., 2012, pp. 4295-4298.
    • (2012) Proc. IEEE Int. Geosci. Remote Sens. Symp. , pp. 4295-4298
    • Ghamisi, P.1    Couceiro, M.S.2    Ferreira, N.M.F.3    Kumar, L.4
  • 11
    • 84864429960 scopus 로고    scopus 로고
    • An efficient method for segmentation of images based on fractional calculus and natural selection
    • P. Ghamisi, M. S. Couceiro, J. A. Benediktsson, and N. M. F. Ferreira, "An efficient method for segmentation of images based on fractional calculus and natural selection," Expert Syst. Appl., vol. 39, no. 16, pp. 12 407-12 417, 2012.
    • (2012) Expert Syst. Appl. , vol.39 , Issue.16 , pp. 12407-12417
    • Ghamisi, P.1    Couceiro, M.S.2    Benediktsson, J.A.3    Ferreira, N.M.F.4
  • 12
    • 67949115614 scopus 로고    scopus 로고
    • Spectral-spatial classification of hyperspectral imagery based on partitional clustering techniques
    • Aug.
    • Y. Tarabalka, J. A. Benediktsson, and J. Chanussot, "Spectral- spatial classification of hyperspectral imagery based on partitional clustering techniques," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 2973-2987, Aug. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.8 , pp. 2973-2987
    • Tarabalka, Y.1    Benediktsson, J.A.2    Chanussot, J.3
  • 13
    • 84896317057 scopus 로고    scopus 로고
    • Multilevel image segmentation based on fractional-Order Darwinian particle swarm optimization
    • Jun. doi: 10.1109/TGRS.2013.2260552 [Online]. Available
    • P. Ghamisi, M. S. Couceiro, F. M. L. Martins, and J. A. Benediktsson, Multilevel Image Segmentation Based on Fractional-Order Darwinian Particle Swarm Optimization, IEEE Trans. Geosci. Remote Sens., vol. PP, no. 99, pp. 1-13, Jun. 2013, doi: 10.1109/TGRS.2013.2260552 [Online]. Available: http://ieeexplore. ieee.org/stamp/stamp.jsp?tp=&arnumber=6524014&isnumber=4358825.
    • (2013) IEEE Trans. Geosci. Remote Sens. , Issue.99 , pp. 1-13
    • Ghamisi, P.1    Couceiro, M.S.2    Martins, F.M.L.3    Benediktsson, J.A.4
  • 14
    • 84888263781 scopus 로고    scopus 로고
    • Integration of segmentation techniques for classification of hyperspectral images
    • Jan.
    • P. Ghamisi, M. S. Couceiro, M. Fauvel, and J. A. Benediktsson, "Integration of segmentation techniques for classification of hyperspectral images," IEEE Geosci. Remote Sens. Lett., vol. 11, no. 1, pp. 342-346, Jan. 2014.
    • (2014) IEEE Geosci. Remote Sens. Lett. , vol.11 , Issue.1 , pp. 342-346
    • Ghamisi, P.1    Couceiro, M.S.2    Fauvel, M.3    Benediktsson, J.A.4
  • 15
    • 0035248508 scopus 로고    scopus 로고
    • A new approach for the morphological segmentation of high-resolution satellite imagery
    • DOI 10.1109/36.905239, PII S0196289201011597
    • M. Pesaresi and J. A. Benediktsson, "Anew approach for the morphological segmentation of high-resolution satellite imagery," IEEE Trans. Geosci. Remote Sens., vol. 39, no. 2, pp. 309-320, Feb. 2001. (Pubitemid 32270994)
    • (2001) IEEE Transactions on Geoscience and Remote Sensing , vol.39 , Issue.2 , pp. 309-320
    • Pesaresi, M.1    Benediktsson, J.A.2
  • 16
    • 33745685587 scopus 로고    scopus 로고
    • Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis
    • J. A. Palmason, J. A. Benediktsson, J. R. Sveinsson, and J. Chanussot, "Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis," in Proc. IEEE Int. Geosci. Remote Sens. Symp., no. 3, 2005, pp. 176-179.
    • (2005) Proc. IEEE Int. Geosci. Remote Sens. Symp. , vol.3 , pp. 176-179
    • Palmason, J.A.1    Benediktsson, J.A.2    Sveinsson, J.R.3    Chanussot, J.4
  • 17
    • 77957007028 scopus 로고    scopus 로고
    • Morphological attribute profiles for the analysis of very high resolution images
    • Oct.
    • M. Dalla Mura, J. 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.2    Waske, B.3    Bruzzone, L.4
  • 18
    • 84878147291 scopus 로고    scopus 로고
    • A novel technique for optimal feature selection in attribute profiles based on genetic algorithms
    • Jun.
    • M. Pedergnana, P. Marpu, M. Dalla Mura, J. Benediktsson, and L. Bruzzone, "A novel technique for optimal feature selection in attribute profiles based on genetic algorithms," IEEE Trans. Geosci. Remote Sens., vol. 51, no. 6, pp. 3514-3528, Jun. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.6 , pp. 3514-3528
    • Pedergnana, M.1    Marpu, P.2    Dalla Mura, M.3    Benediktsson, J.4    Bruzzone, L.5
  • 19
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • L. Breiman, "Random forests," Mach. Learn., vol. 45, no. 1, p. 532, 2001.
    • (2001) Mach. Learn. , vol.45 , Issue.1 , pp. 532
    • Breiman, L.1
  • 20
    • 30344449973 scopus 로고    scopus 로고
    • RF tools a class of two eyed algorithms
    • San Francisco, CA, USA
    • L. Breiman, "RF tools a class of two eyed algorithms," in Proc. SIAM Workshop, San Francisco, CA, USA, 2003.
    • (2003) Proc. SIAM Workshop
    • Breiman, L.1
  • 21
    • 84869498000 scopus 로고    scopus 로고
    • Automatic generation of standard deviation attribute profiles for spectral-spatial classification of remote sensing data
    • Mar.
    • P. Marpu, M. Pedergnana, M. Dalla Mura, J. A. Benediktsson, and L. Bruzzone, "Automatic generation of standard deviation attribute profiles for spectral-spatial classification of remote sensing data," IEEE Geosci. Remote Sens. Lett., vol. 10, no. 2, pp. 293-297, Mar. 2013.
    • (2013) IEEE Geosci. Remote Sens. Lett. , vol.10 , Issue.2 , pp. 293-297
    • Marpu, P.1    Pedergnana, M.2    Dalla Mura, M.3    Benediktsson, J.A.4    Bruzzone, L.5
  • 22
    • 0027561378 scopus 로고
    • Decision boundary feature extraction for nonparametric classification
    • DOI 10.1109/21.229456
    • C. Lee and D. A. Landgrebe, "Decision boundary feature extraction for nonparametric classification," IEEE Trans. Syst. Man Cybern., vol. 23, no. 2, pp. 433-444, Mar./Apr. 1993. (Pubitemid 23694039)
    • (1993) IEEE Transactions on Systems, Man and Cybernetics , vol.23 , Issue.2 , pp. 433-444
    • Lee Chulhee1    Landgrebe David, A.2
  • 24
    • 0033224771 scopus 로고    scopus 로고
    • Hyperspectral data analysis and supervised feature reduction via projection pursuit
    • DOI 10.1109/36.803413
    • L. Jimenez and D. A. Landgrebe, "Hyperspectral data analysis and supervised feature reduction via projection pursuit," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 6, pp. 2653-2667, Nov. 1999. (Pubitemid 30519598)
    • (1999) IEEE Transactions on Geoscience and Remote Sensing , vol.37 , Issue.6 , pp. 2653-2667
    • Jimenez, L.O.1
  • 25
    • 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
  • 30
    • 0030290282 scopus 로고    scopus 로고
    • Attribute openings, thinnings, and granulometries
    • DOI 10.1006/cviu.1996.0066
    • E. J. Breen and R. Jones, "Attribute openings, thinnings, and granulometries," Comput. Vision Image Understand., vol. 64, no. 3, pp. 377-389, 1996. (Pubitemid 126371365)
    • (1996) Computer Vision and Image Understanding , vol.64 , Issue.3 , pp. 377-389
    • Breen, E.J.1    Jones, R.2
  • 32
    • 0001584432 scopus 로고    scopus 로고
    • Antiextensive connected operators for image and sequence processing
    • PII S1057714998024622
    • P. Salembier, A. Oliveras, and L. Garrido, "Antiextensive connected operators for image and sequence processing," IEEE Trans. Image Process., vol. 7, no. 4, pp. 555-570, Apr. 1998. (Pubitemid 128745371)
    • (1998) IEEE Transactions on Image Processing , vol.7 , Issue.4 , pp. 555-570
    • Salembier, P.1    Oliveras, A.2    Garrido, L.3
  • 34
    • 33947259377 scopus 로고    scopus 로고
    • Connected shape-size pattern spectra for rotation and scale-invariant classification of gray-scale images
    • DOI 10.1109/TPAMI.2007.28
    • E. R. Urbach, J. B. T. M. Roerdink, and M. H. F. Wilkinson, "Connected shape-size pattern spectra for rotation and scale-invariant classification of gray-scale images," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 2, pp. 272-285, Feb. 2007. (Pubitemid 46420887)
    • (2007) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.29 , Issue.2 , pp. 272-285
    • Urbach, E.R.1    Roerdink, J.B.T.M.2    Wilkinson, M.H.F.3
  • 35
    • 84871748730 scopus 로고    scopus 로고
    • An SVM ensemble approach combining spectral, structural, and semantic features for the classification of high-resolution remotely sensed imagery
    • Jan.
    • X. Huang and L. Zhang, "An SVM ensemble approach combining spectral, structural, and semantic features for the classification of high-resolution remotely sensed imagery," IEEE Trans. Geosci. Remote Sens., vol. 51, no. 1, pp. 257-272, Jan. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.1 , pp. 257-272
    • Huang, X.1    Zhang, L.2
  • 38
    • 84905915512 scopus 로고    scopus 로고
    • Automatic spectral-spatial classification framework based on attribute profiles and supervised feature extraction
    • Dec.
    • P. Ghamisi, J. A. Benediktsson, and J. R. Sveinsson, "Automatic spectral-spatial classification framework based on attribute profiles and supervised feature extraction," IEEE Trans. Remote Sens. Geosci., vol. PP, no. 99, pp. 1-12, Dec. 2013.
    • (2013) IEEE Trans. Remote Sens. Geosci. , Issue.99 , pp. 1-12
    • Ghamisi, P.1    Benediktsson, J.A.2    Sveinsson, J.R.3
  • 39
    • 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
  • 40
    • 77958017904 scopus 로고    scopus 로고
    • SVM-and MRF-based method for accurate classification of hyperspectral images
    • Oct.
    • Y. Tarabalka,M. Fauvel, J. Chanussot, and J. A. Benediktsson, "SVM-and MRF-based method for accurate classification of hyperspectral images," IEEE Geosci. Remote Sens. Lett., vol. 7, no. 4, pp. 736-740, Oct. 2010.
    • (2010) IEEE Geosci. Remote Sens. Lett. , vol.7 , Issue.4 , pp. 736-740
    • Tarabalka, Y.1    Fauvel, M.2    Chanussot, J.3    Benediktsson, J.A.4
  • 41
    • 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


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