메뉴 건너뛰기




Volumn 5, Issue 5, 2011, Pages 963-978

Learning sparse codes for hyperspectral imagery

Author keywords

Deblurring; dictionary learning; hyperspectral imagery (HSI); inverse problems; material classification; multispectral imagery; remote sensing; sparse coding

Indexed keywords

DEBLURRING; DICTIONARY LEARNING; HYPERSPECTRAL IMAGERY; MATERIAL CLASSIFICATION; MULTI-SPECTRAL IMAGERY; SPARSE CODING;

EID: 80051768153     PISSN: 19324553     EISSN: None     Source Type: Journal    
DOI: 10.1109/JSTSP.2011.2149497     Document Type: Article
Times cited : (188)

References (55)
  • 1
    • 80051717047 scopus 로고    scopus 로고
    • Mar [Online]
    • The Benefits of the 8-Spectral Bands of Worldview-2, Mar. 2010 [Online]. Available: http://www.digitalglobe.com/downloads/spacecraft/WorldView-2-8-Band- Applications-Whitepaper.pdf
    • (2010) The Benefits of the 8-Spectral Bands of Worldview-2
  • 2
    • 33750383209 scopus 로고    scopus 로고
    • K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
    • DOI 10.1109/TSP.2006.881199
    • M. Aharon, M. Elad, A. Bruckstein, and Y. Katz, "K-SVD: An algorithm for designing of overcomplete dictionaries for sparse representations," IEEE Trans. Signal Process.-Special Iss. Applicat. Compress. Sens. Sparse Represent., vol. 54, no. 11, pp. 4311-4322, Nov. 2006. (Pubitemid 44637761)
    • (2006) IEEE Transactions on Signal Processing , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 3
    • 30844440076 scopus 로고    scopus 로고
    • K-SVD and its non-negative variant for dictionary design
    • Jul.
    • M. Aharon, M. Elad, and A. Bruckstein, "K-SVD and its non-negative variant for dictionary design," in Proc. SPIE Conf. Wavelets, Jul. 2005, vol. 5914.
    • (2005) Proc. SPIE Conf. Wavelets , vol.5914
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 4
    • 0141905876 scopus 로고    scopus 로고
    • Improving the performance of classifiers in high-dimensional remote sensing applications: An adaptive resampling strategy for error-prone exemplars (ARESEPE)
    • Sep.
    • C. M. Bachmann, "Improving the performance of classifiers in high-dimensional remote sensing applications: An adaptive resampling strategy for error-prone exemplars (ARESEPE)," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 9, pp. 2101-2112, Sep. 2003.
    • (2003) IEEE Trans. Geosci. Remote Sens. , vol.41 , Issue.9 , pp. 2101-2112
    • Bachmann, C.M.1
  • 9
    • 0029753233 scopus 로고    scopus 로고
    • A method for manual endmember selection and spectral unmixing
    • Mar.
    • A. Bateson and B. Curtiss, "A method for manual endmember selection and spectral unmixing," Remote Sens. Environ., vol. 55, no. 3, pp. 229-243, Mar. 1996.
    • (1996) Remote Sens. Environ. , vol.55 , Issue.3 , pp. 229-243
    • Bateson, A.1    Curtiss, B.2
  • 13
    • 55349132734 scopus 로고    scopus 로고
    • On the uniqueness of nonegative sparse solutions to underdetermined sparse solutions to underdetermined systems of equations
    • Nov.
    • A. M. Bruckstein, M. Elad, and M. Zibulevsky, "On the uniqueness of nonegative sparse solutions to underdetermined sparse solutions to underdetermined systems of equations," IEEE Trans. Inf. Theory, vol. 54, no. 11, pp. 4813-4820, Nov. 2008.
    • (2008) IEEE Trans. Inf. Theory , vol.54 , Issue.11 , pp. 4813-4820
    • Bruckstein, A.M.1    Elad, M.2    Zibulevsky, M.3
  • 14
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. Burges, "A tutorial on support vector machines for pattern recognition," Data Mining Knowl. Disc., vol. 2, pp. 121-167, 1998. (Pubitemid 128695475)
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 19
    • 0035273106 scopus 로고    scopus 로고
    • Atomic decomposition by basis pursuit
    • DOI 10.1137/S003614450037906X, PII S003614450037906X
    • S. S. Chen, D. L. Donoho, and M. A. Saunders, "Atomic decomposition by basis pursuit," SIAM Rev., vol. 43, no. 1, pp. 129-159, 2001. (Pubitemid 32406896)
    • (2001) SIAM Review , vol.43 , Issue.1 , pp. 129-159
    • Chen, S.S.1    Donoho, D.L.2    Saunders, M.A.3
  • 20
    • 77952740831 scopus 로고    scopus 로고
    • On the role of sparse and redundant representations in image processing
    • Jun.
    • M. Elad, M. Figueiredo, and Y. Ma, "On the role of sparse and redundant representations in image processing," Proc. IEEE, vol. 98, no. 6, pp. 972-982, Jun. 2008.
    • (2008) Proc. IEEE , vol.98 , Issue.6 , pp. 972-982
    • Elad, M.1    Figueiredo, M.2    Ma, Y.3
  • 21
    • 77954333225 scopus 로고    scopus 로고
    • Multivariate analysis of visible and infrared thermal imaging spectrometer (virtis) venus express nightside and limb observations
    • S. Erard, P. Drossart, and G. Piccioni, "Multivariate analysis of visible and infrared thermal imaging spectrometer (virtis) venus express nightside and limb observations," J. Geophys. Res., vol. 114, pp. 1-20, 2009.
    • (2009) J. Geophys. Res. , vol.114 , pp. 1-20
    • Erard, S.1    Drossart, P.2    Piccioni, G.3
  • 22
    • 39449126969 scopus 로고    scopus 로고
    • Gradient projection for sparse reconstruction: Application to compressed sensing and other inverse problems
    • DOI 10.1109/JSTSP.2007.910281
    • M. A. T. Figueiredo, R. D. Nowak, and S. J. Wright, "Gradient projection for sparse reconstruction: Application to compressed sensing and other inverse problems," IEEE J. Sel. Topics Signal Process., vol. 1, no. 4, pp. 586-597, Aug. 2007. (Pubitemid 351276802)
    • (2007) IEEE Journal on Selected Topics in Signal Processing , vol.1 , Issue.4 , pp. 586-597
    • Figueiredo, M.A.T.1    Nowak, R.D.2    Wright, S.J.3
  • 25
    • 35348961052 scopus 로고    scopus 로고
    • Single-shot compressive spectral imaging with dual-disperser architecture
    • Oct.
    • M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, "Single-shot compressive spectral imaging with dual-disperser architecture," Opt. Exp., vol. 15, no. 21, pp. 14013-14026, Oct. 2007.
    • (2007) Opt. Exp. , vol.15 , Issue.21 , pp. 14013-14026
    • Gehm, M.E.1    John, R.2    Brady, D.J.3    Willett, R.M.4    Schulz, T.J.5
  • 27
    • 41249092070 scopus 로고    scopus 로고
    • N-FindR method versus independent component analysis for lithological identification in hyperspectral imagery
    • DOI 10.1080/01431160701227679, PII 779755295
    • C. Gomez, H. L. Borgne, P. Allemand, C. Delacourt, and P. Ledru, "N-FindR method versus independent component analysis for lithological identification in hyperspectral imagery," Int. J. Remote Sens., vol. 28, no. 23, pp. 5315-5338, Jun. 2007. (Pubitemid 351444935)
    • (2007) International Journal of Remote Sensing , vol.28 , Issue.23 , pp. 5315-5338
    • Gomez, C.1    Le Borgne, H.2    Allemand, P.3    Delacourt, C.4    Ledru, P.5
  • 28
    • 77953753455 scopus 로고    scopus 로고
    • Sparse demixing
    • 765910-765910-12, May
    • J. Greer, "Sparse demixing," Proc. SPIE, vol. 7695, pp. 765910-765910-12, May 2010.
    • (2010) Proc. SPIE 7695
    • Greer, J.1
  • 29
    • 80051745165 scopus 로고    scopus 로고
    • L1 unmixing and its application to hyperspectral image enhancement
    • for Multispectral, Hyperspectral, Ultraspectral Imagery XV, Orlando, FL
    • Z. Guo, T. Wittman, and S. Osher, "L1 unmixing and its application to hyperspectral image enhancement," in Proc. SPIE Conf. Algorithms Technol. for Multispectral, Hyperspectral, Ultraspectral Imagery XV, Orlando, FL.
    • Proc. SPIE Conf. Algorithms Technol
    • Guo, Z.1    Wittman, T.2    Osher, S.3
  • 30
    • 53349163971 scopus 로고    scopus 로고
    • A fixed-point continuation method for l1-regularized minimization with applications to compressed sensing
    • Jul.
    • E. T. Hale, W. Yin, and Y. Zhang, "A fixed-point continuation method for l1-regularized minimization with applications to compressed sensing," Rice Univ. Dept. of Comput. and Appl. Math., Tech. Rep., Jul. 2007.
    • (2007) Rice Univ. Dept. of Comput. and Appl. Math., Tech. Rep.
    • Hale, E.T.1    Yin, W.2    Zhang, Y.3
  • 31
    • 84900510076 scopus 로고    scopus 로고
    • Non-negative matrix factorization with sparseness constraints
    • Nov.
    • P. O. Hoyer, "Non-negative matrix factorization with sparseness constraints," J. Mach. Learn. Res., vol. 5, no. 9, pp. 1457-1469, Nov. 2004.
    • (2004) J. Mach. Learn. Res. , vol.5 , Issue.9 , pp. 1457-1469
    • Hoyer, P.O.1
  • 32
    • 0033099904 scopus 로고    scopus 로고
    • Multispectral and hyperspectral image analysis with convex cones
    • Mar.
    • A. Ifarraguerri and C.-I. Chang, "Multispectral and hyperspectral image analysis with convex cones," IEEE Trans. Geosci. Remote Sens., vol. 37, no. 2, pp. 756-770, Mar. 1999.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , Issue.2 , pp. 756-770
    • Ifarraguerri, A.1    Chang, C.-I.2
  • 35
    • 58149131252 scopus 로고    scopus 로고
    • Constrained nonnegative matrix factorization for hyperspectral imaging
    • Jan.
    • S. Jia and Y. Qian, "Constrained nonnegative matrix factorization for hyperspectral imaging," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 1, pp. 161-173, Jan. 2009.
    • (2009) IEEE Trans. Geosci. Remote Sens. , vol.47 , Issue.1 , pp. 161-173
    • Jia, S.1    Qian, Y.2
  • 37
    • 85032751930 scopus 로고    scopus 로고
    • Spectral unmixing
    • DOI 10.1109/79.974727
    • N. Keshava and J. F. Mustard, "Spectral unmixing," IEEE Signal Process. Mag., vol. 19, no. 1, pp. 44-57, Jan. 2002. (Pubitemid 34237207)
    • (2002) IEEE Signal Processing Magazine , vol.19 , Issue.1 , pp. 44-57
    • Keshava, N.1    Mustard, J.F.2
  • 39
    • 85032751277 scopus 로고    scopus 로고
    • Detection algorithms for hyperspectral imaging applications
    • DOI 10.1109/79.974724
    • D. Manolakis and G. Shaw, "Detection algorithms for hyperspectral imaging applications," IEEE Signal Process. Mag., vol. 19, no. 1, pp. 29-43, Jan. 2002. (Pubitemid 34237206)
    • (2002) IEEE Signal Processing Magazine , vol.19 , Issue.1 , pp. 29-43
    • Manolakis, D.G.1    Shaw, G.2
  • 40
    • 85032751965 scopus 로고    scopus 로고
    • Compressive sensing
    • Jul.
    • R. Maraniuk, "Compressive sensing," IEEE Signal Process. Mag., vol. 24, no. 4, pp. 118-121, Jul. 2007.
    • (2007) IEEE Signal Process. Mag. , vol.24 , Issue.4 , pp. 118-121
    • Maraniuk, R.1
  • 42
    • 0029307021 scopus 로고
    • Combining image compression and classification using vector quantization
    • May
    • K. L. Oehler and R. M. Gray, "Combining image compression and classification using vector quantization," IEEE Trans. Pattern Anal. Mach. Intell., vol. 17, no. 5, pp. 461-473, May 1995.
    • (1995) IEEE Trans. Pattern Anal. Mach. Intell. , vol.17 , Issue.5 , pp. 461-473
    • Oehler, K.L.1    Gray, R.M.2
  • 43
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • DOI 10.1038/381607a0
    • B. A. Olshausen and D. Field, "Emergence of simple-cell receptive field properties by learning a sparse code for natural images," Nature, vol. 381, no. 13, pp. 607-609, Jun. 1996. (Pubitemid 26177476)
    • (1996) Nature , vol.381 , Issue.6583 , pp. 607-609
    • Olshausen, B.A.1    Field, D.J.2
  • 44
    • 0030779611 scopus 로고    scopus 로고
    • Sparse coding with an overcomplete basis set: A strategy employed by V1?
    • DOI 10.1016/S0042-6989(97)00169-7, PII S0042698997001697
    • B. A. Olshausen and D. Field, "Sparse coding with an overcomplete basis set: A strategy employed by V1?," Vis. Res., vol. 37, no. 23, pp. 3311-3325, 1997. (Pubitemid 27493805)
    • (1997) Vision Research , vol.37 , Issue.23 , pp. 3311-3325
    • Olshausen, B.A.1    Field, D.J.2
  • 45
    • 4043166218 scopus 로고    scopus 로고
    • Sparse coding of sensory inputs
    • DOI 10.1016/j.conb.2004.07.007, PII S0959438804001035
    • B. A. Olshausen and D. J. Field, "Sparse coding of sensory inputs," Current Opinion in Neurobiol., vol. 14, pp. 481-487, 2004. (Pubitemid 39078497)
    • (2004) Current Opinion in Neurobiology , vol.14 , Issue.4 , pp. 481-487
    • Olshausen, B.A.1    Field, D.J.2
  • 46
    • 80051710079 scopus 로고    scopus 로고
    • Fast linearized bregman iteration for compressive sensing and sparse denoising
    • S. Osher, B. D. Y. Mao, and W. Yin, "Fast linearized bregman iteration for compressive sensing and sparse denoising," Adv. Neural Inf. Process. Syst., pp. 505-512, 2008.
    • (2008) Adv. Neural Inf. Process. Syst. , pp. 505-512
    • Osher, S.1    Mao, B.D.Y.2    Yin, W.3
  • 47
    • 33646682646 scopus 로고    scopus 로고
    • Nonnegative matrix factorization for spectral data analysis
    • DOI 10.1016/j.laa.2005.06.025, PII S002437950500340X
    • V. P. Pauca, J. Piper, and R. J. Plemmons, "Nonnegative matrix factorization for spectral data analysis," J. Linear Algebra and its Applicat., vol. 416, no. 1, pp. 29-47, 2006. (Pubitemid 43737212)
    • (2006) Linear Algebra and Its Applications , vol.416 , Issue.1 , pp. 29-47
    • Pauca, V.P.1    Piper, J.2    Plemmons, R.J.3
  • 48
    • 0036762725 scopus 로고    scopus 로고
    • Spatial/spectral endmember extraction by multidimensional morphological operations
    • DOI 10.1109/TGRS.2002.802494
    • A. Plaza, P. Martinez, R. Perez, and J. Plaza, "Spatial/spectral endmember extraction by multidimensional morphological operations," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 9, pp. 2025-2041, Sep. 2002. (Pubitemid 35458399)
    • (2002) IEEE Transactions on Geoscience and Remote Sensing , vol.40 , Issue.9 , pp. 2025-2041
    • Plaza, A.1    Martinez, P.2    Perez, R.3    Plaza, J.4
  • 50
    • 33845599430 scopus 로고    scopus 로고
    • Iterative spectral unmixing for optimizing per-pixel endmember sets
    • Dec.
    • D. Rogge, B. Rivard, J. Zhang, and J. Feng, "Iterative spectral unmixing for optimizing per-pixel endmember sets," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 12, pp. 3725-3736, Dec. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , Issue.12 , pp. 3725-3736
    • Rogge, D.1    Rivard, B.2    Zhang, J.3    Feng, J.4
  • 51
    • 0035219625 scopus 로고    scopus 로고
    • Chromatic structure od natural scenes
    • Jan.
    • T. Wachtler, T. Lee, and T. J. Sejnowski, "Chromatic structure od natural scenes," J. Opt. Soc. Amer., vol. 18, no. 1, pp. 65-77, Jan. 2001.
    • (2001) J. Opt. Soc. Amer. , vol.18 , Issue.1 , pp. 65-77
    • Wachtler, T.1    Lee, T.2    Sejnowski, T.J.3
  • 52
    • 47849083178 scopus 로고    scopus 로고
    • Single disperser design for coded aperture snapshot spectral imaging
    • Apr.
    • A. Wagadarikar, R. John, R. Willett, and D. Brady, "Single disperser design for coded aperture snapshot spectral imaging," Comput. Opt. Sens. Imag., Appl. Opt., vol. 47, no. 10, pp. B44-B51, Apr. 2008.
    • (2008) Comput. Opt. Sens. Imag., Appl. Opt. , vol.47 , Issue.10
    • Wagadarikar, A.1    John, R.2    Willett, R.3    Brady, D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.