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Volumn 6966, Issue , 2008, Pages

Support Vector Machines in hyperspectral imaging spectroscopy with application to material identification

Author keywords

Anomaly detection; Imaging spectroscopy; Material identification; Principal Component Analysis (PCA); Support Vector Machines (SVM)

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; AGRICULTURAL PRODUCTS; ALGORITHMS; ATMOSPHERICS; CLASSIFICATION (OF INFORMATION); EVOLUTIONARY ALGORITHMS; FIBER OPTIC SENSORS; FINANCIAL DATA PROCESSING; IMAGE ENHANCEMENT; IMAGE RETRIEVAL; IMAGING TECHNIQUES; INFRARED DEVICES; LEARNING SYSTEMS; PIGMENTS; PLASTICS INDUSTRY; POLYMERS; PRINCIPAL COMPONENT ANALYSIS; TECHNOLOGY; TOBACCO; VECTORS;

EID: 44949260162     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.770306     Document Type: Conference Paper
Times cited : (7)

References (19)
  • 1
    • 0031167489 scopus 로고    scopus 로고
    • An optoelectronic sensor system for industrial multipoint and imaging spectrometry
    • E. Herrala, T. Hyvarinen, O. Voutilainen and J. Lammasniemi, "An optoelectronic sensor system for industrial multipoint and imaging spectrometry", Sens. Actuator A-Phys. 61, 335-338 (1997).
    • (1997) Sens. Actuator A-Phys , vol.61 , pp. 335-338
    • Herrala, E.1    Hyvarinen, T.2    Voutilainen, O.3    Lammasniemi, J.4
  • 3
    • 33846619199 scopus 로고    scopus 로고
    • Hyperspectral imaging for nondestructive determination of some quality attributes for strawberry
    • G. ElMasry, N. Wang, A. ElSayed and M. Ngadi, "Hyperspectral imaging for nondestructive determination of some quality attributes for strawberry", J. Food Eng. 81, 98-107 (2007).
    • (2007) J. Food Eng , vol.81 , pp. 98-107
    • ElMasry, G.1    Wang, N.2    ElSayed, A.3    Ngadi, M.4
  • 8
    • 18844406797 scopus 로고    scopus 로고
    • Comparison of SVM and ANN performance for handwritten character classification Proc. of the IEEE 12th Signal Processing and Communications Applications
    • F. Kahraman, A. Capar, A. Ayyaci, H. Demirel, M. Gokmen, "Comparison of SVM and ANN performance for handwritten character classification" Proc. of the IEEE 12th Signal Processing and Communications Applications, IEEE Cat. NO.04EX797, 615-18, 2004.
    • (2004) IEEE Cat. NO.04EX797 , pp. 615-618
    • Kahraman, F.1    Capar, A.2    Ayyaci, A.3    Demirel, H.4    Gokmen, M.5
  • 9
    • 13544269338 scopus 로고    scopus 로고
    • Application of SVM and ANN for intrusion detection
    • W.H. Chen, S.H. Hsu, H.P. Shen, "Application of SVM and ANN for intrusion detection", Comput. Oper. Res. 32 (10), 2617-2634 (2005).
    • (2005) Comput. Oper. Res , vol.32 , Issue.10 , pp. 2617-2634
    • Chen, W.H.1    Hsu, S.H.2    Shen, H.P.3
  • 10
    • 33745002005 scopus 로고    scopus 로고
    • Application of SVM and ANN for image retrieval
    • W.T. Wong, S.H. Hsu, "Application of SVM and ANN for image retrieval", Eur. J. Oper. Res. 173, 938-950 (2006).
    • (2006) Eur. J. Oper. Res , vol.173 , pp. 938-950
    • Wong, W.T.1    Hsu, S.H.2
  • 12
    • 17644391751 scopus 로고    scopus 로고
    • Regularized methods for hyperspectral image classification, Image and Signal Processing for Remote Sensing X
    • G. Camp-Valls, L. Bruzzone, "Regularized methods for hyperspectral image classification", Image and Signal Processing for Remote Sensing X, Proc. of SPIE 5573, 226-237 (2004).
    • (2004) Proc. of SPIE , vol.5573 , pp. 226-237
    • Camp-Valls, G.1    Bruzzone, L.2
  • 13
    • 21844475395 scopus 로고    scopus 로고
    • Hyperspectral fluorescence image analysis for use in medical diagnostics, Advanced Biomedical and Clinical Diagnostic Systems III
    • S.G. Kong, Z. Du, M. Martin, T. Vo-Dinh, "Hyperspectral fluorescence image analysis for use in medical diagnostics", Advanced Biomedical and Clinical Diagnostic Systems III, Proc. of SPIE 5692, 21-28 (2005).
    • (2005) Proc. of SPIE , vol.5692 , pp. 21-28
    • Kong, S.G.1    Du, Z.2    Martin, M.3    Vo-Dinh, T.4
  • 14
    • 33846635105 scopus 로고    scopus 로고
    • Discrimination of black walnut shell and pulp in hyperspectral fluorescence imagery using Gaussian kernel function approach
    • L. Jiang, B. Zhu, X. Rao, G. Berney, Y. Tao, "Discrimination of black walnut shell and pulp in hyperspectral fluorescence imagery using Gaussian kernel function approach", J. Food Eng. 81, 108-117(2007).
    • (2007) J. Food Eng , vol.81 , pp. 108-117
    • Jiang, L.1    Zhu, B.2    Rao, X.3    Berney, G.4    Tao, Y.5
  • 15
    • 44949193567 scopus 로고    scopus 로고
    • Matlab® Reference Manual, The Mathworks Inc, MA, USA
    • Matlab® Reference Manual, The Mathworks Inc., MA, USA.
  • 16
    • 0039136604 scopus 로고    scopus 로고
    • Note on free lunches and cross validation
    • C. Goutte, "Note on free lunches and cross validation", Neural Comput. 9, 1211-1215 (1997).
    • (1997) Neural Comput , vol.9 , pp. 1211-1215
    • Goutte, C.1
  • 17
    • 0037545145 scopus 로고    scopus 로고
    • No free lunch for cross-validation
    • H. Zhu, R. Rohwer, "No free lunch for cross-validation", Neural Comput. 8, 1421-1426 (1996).
    • (1996) Neural Comput , vol.8 , pp. 1421-1426
    • Zhu, H.1    Rohwer, R.2
  • 18
    • 3843096026 scopus 로고    scopus 로고
    • Robust Support Vector Method for Hyperspectral Data Classification and Knowledge Discovery
    • G. Camp-Valls, L. Gómez-Chova, J. Calpe-Maravilla, "Robust Support Vector Method for Hyperspectral Data Classification and Knowledge Discovery", IEEE Trans. Geosci. Remote Sensing 42(7), 1530-1542 (2004).
    • (2004) IEEE Trans. Geosci. Remote Sensing , vol.42 , Issue.7 , pp. 1530-1542
    • Camp-Valls, G.1    Gómez-Chova, L.2    Calpe-Maravilla, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.