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Volumn 15, Issue 5, 2006, Pages 1088-1099

Invariance properties of Gabor filter-based features - Overview and applications

Author keywords

Feature extraction; Gabor filters; Image processing; Invariance; Object detection; Object recognition

Indexed keywords

FACE RECOGNITION; FEATURE EXTRACTION; OBJECT RECOGNITION; TEXTURES;

EID: 33646005199     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2005.864174     Document Type: Review
Times cited : (311)

References (68)
  • 1
    • 0000293183 scopus 로고
    • "Theory of communications"
    • D. Gabor, "Theory of communications," J. Inst. Elect. Eng., vol. 93, pp. 429-457, 1946.
    • (1946) J. Inst. Elect. Eng. , vol.93 , pp. 429-457
    • Gabor, D.1
  • 2
    • 84980082497 scopus 로고
    • "Certain factors affecting telegraph speed"
    • H. Nyquist, "Certain factors affecting telegraph speed," Bell Syst. Tech. J., vol. 3, pp. 324-346, 1924.
    • (1924) Bell Syst. Tech. J. , vol.3 , pp. 324-346
    • Nyquist, H.1
  • 3
    • 84856043672 scopus 로고
    • "A mathematical theory of communication"
    • E. Shannon, "A mathematical theory of communication," Bell Syst. Tech. J., vol. 27, pp. 397-423, 1948.
    • (1948) Bell Syst. Tech. J. , vol.27 , pp. 397-423
    • Shannon, E.1
  • 4
    • 0019008929 scopus 로고
    • "Gabor's expansion of a signal into Gaussian elementary signals"
    • Apr
    • M. J. Bastiaans, "Gabor's expansion of a signal into Gaussian elementary signals," Proc. IEEE, vol. 68, no. 4, pp. 538-539, Apr. 1980.
    • (1980) Proc. IEEE , vol.68 , Issue.4 , pp. 538-539
    • Bastiaans, M.J.1
  • 5
    • 0028493248 scopus 로고
    • "Gabor's signal expansion and the Zak transform"
    • M. J. Bastiaans, "Gabor's signal expansion and the Zak transform," Appl. Opt., vol. 33, no. 23, pp. 5241-5255, 1994.
    • (1994) Appl. Opt. , vol.33 , Issue.23 , pp. 5241-5255
    • Bastiaans, M.J.1
  • 6
    • 0030103713 scopus 로고    scopus 로고
    • "On the discrete Gabor transform and the discrete Zak transform"
    • M. J. Bastiaans and M. C. W. Geilen, "On the discrete Gabor transform and the discrete Zak transform," Signal Process., vol. 49, no. 3, pp. 151-166, 1996.
    • (1996) Signal Process. , vol.49 , Issue.3 , pp. 151-166
    • Bastiaans, M.J.1    Geilen, M.C.W.2
  • 7
    • 0018026724 scopus 로고
    • "In search of a general picture processing operator"
    • G. H. Granlund, "In search of a general picture processing operator," Comput. Graphics Image Process., vol. 8, pp. 155-173, 1978.
    • (1978) Comput. Graphics Image Process. , vol.8 , pp. 155-173
    • Granlund, G.H.1
  • 8
    • 0022098435 scopus 로고
    • "Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical fillers"
    • J. G. Daugman, "Uncertainty relation for resolution in space, spatial frequency, and orientation optimized by two-dimensional visual cortical fillers," J. Opt. Soc. Amer. A, vol. 2, no. 7, pp. 1160-1169, 1985.
    • (1985) J. Opt. Soc. Amer. A , vol.2 , Issue.7 , pp. 1160-1169
    • Daugman, J.G.1
  • 9
    • 0030259483 scopus 로고    scopus 로고
    • "Image representation using 2-D Gabor wavelets"
    • Oct
    • T. S. Lee, "Image representation using 2-D Gabor wavelets," IEEE Trans. Pattern Anal. Mach. Intell., vol. 18, no. 10, pp. 959-971, Oct. 1996.
    • (1996) IEEE Trans. Pattern Anal. Mach. Intell. , vol.18 , Issue.10 , pp. 959-971
    • Lee, T.S.1
  • 11
    • 0019079680 scopus 로고
    • "The bandwidth of digital data signals"
    • Nov
    • F. Amoroso, "The bandwidth of digital data signals," IEEE Commun. Mag., vol. 18, no. 6, Nov. 1980.
    • (1980) IEEE Commun. Mag. , vol.18 , Issue.6
    • Amoroso, F.1
  • 12
    • 0016927066 scopus 로고
    • "On bandwidth"
    • Mar
    • D. Slepian, "On bandwidth," Proc. IEEE, vol. 64, no. 3, pp. 292-300, Mar. 1976.
    • (1976) Proc. IEEE , vol.64 , Issue.3 , pp. 292-300
    • Slepian, D.1
  • 13
    • 84938162892 scopus 로고
    • "Minimum Gabor bandwidth of M orthogonal signals"
    • May vol. IT-11
    • A. H. Nuttall and F. Amoroso, "Minimum Gabor bandwidth of M orthogonal signals," IEEE Trans. Inf. Theory, vol. IT-11, no. 3, pp. 440-144, May 1965.
    • (1965) IEEE Trans. Inf. Theory , Issue.3 , pp. 144-440
    • Nuttall, A.H.1    Amoroso, F.2
  • 14
    • 0025482241 scopus 로고
    • "The wavelet transform, time-frequency localization and signal analysis"
    • Sep
    • I. Daubechies, "The wavelet transform, time-frequency localization and signal analysis," IEEE Trans. Inf. Theory, vol. 36, no. 5, pp. 961-1005, Sep. 1990.
    • (1990) IEEE Trans. Inf. Theory , vol.36 , Issue.5 , pp. 961-1005
    • Daubechies, I.1
  • 15
    • 0026908081 scopus 로고
    • "Can one evaluate the Gabor expansion using Gabor's iterative algorithm?"
    • Aug
    • T. Genossar and M. Porat, "Can one evaluate the Gabor expansion using Gabor's iterative algorithm?," IEEE Trans. Signal Process., vol. 40, no. 8, pp. 1852-1861, Aug. 1992.
    • (1992) IEEE Trans. Signal Process. , vol.40 , Issue.8 , pp. 1852-1861
    • Genossar, T.1    Porat, M.2
  • 16
    • 0028319459 scopus 로고
    • "An efficient algorithm to compute the complete set of discrete Gabor coefficients"
    • Jan
    • L. Wang, C.-T. Chen, and W.-C. Lin, "An efficient algorithm to compute the complete set of discrete Gabor coefficients," IEEE Trans. Image Process., vol. 3, no. 1, pp. 87-92, Jan. 1994.
    • (1994) IEEE Trans. Image Process. , vol.3 , Issue.1 , pp. 87-92
    • Wang, L.1    Chen, C.-T.2    Lin, W.-C.3
  • 17
    • 0030080861 scopus 로고    scopus 로고
    • "A parametric class of discrete Gabor expansions"
    • Feb
    • S. Li and M. Healy Jr., "A parametric class of discrete Gabor expansions," IEEE Trans. Signal Process., vol. 44, no. 2, pp. 201-211, Feb. 1996.
    • (1996) IEEE Trans. Signal Process. , vol.44 , Issue.2 , pp. 201-211
    • Li, S.1    Healy Jr., M.2
  • 18
    • 0029341231 scopus 로고
    • "The generalized Gabor transform"
    • Jul
    • J. Yao, P. Krolak, and C. Steele, "The generalized Gabor transform," IEEE Trans. Image Process., vol. 4, no. 7, pp. 978-988, Jul. 1995.
    • (1995) IEEE Trans. Image Process. , vol.4 , Issue.7 , pp. 978-988
    • Yao, J.1    Krolak, P.2    Steele, C.3
  • 19
    • 0033097610 scopus 로고    scopus 로고
    • "Joint time-frequency analysis"
    • Mar
    • S. Qian and D. Chen, "Joint time-frequency analysis," IEEE Signal Process. Mag., vol. 16, no. 2, pp. 52-67, Mar. 1999.
    • (1999) IEEE Signal Process. Mag. , vol.16 , Issue.2 , pp. 52-67
    • Qian, S.1    Chen, D.2
  • 20
    • 0024612475 scopus 로고
    • "Detection of transient signals by the Gabor representation"
    • Feb
    • B. Friedlander and B. Porat, "Detection of transient signals by the Gabor representation," IEEE Trans. Acoust., Speech, Signal Process., vol. 37, no. 2, pp. 169-180, Feb. 1989.
    • (1989) IEEE Trans. Acoust., Speech, Signal Process. , vol.37 , Issue.2 , pp. 169-180
    • Friedlander, B.1    Porat, B.2
  • 21
    • 0033097635 scopus 로고    scopus 로고
    • "Joint time-frequency analysis for radar signal and image processing"
    • Mar
    • V. C. Chen and H. Ling, "Joint time-frequency analysis for radar signal and image processing," IEEE Signal Process. Mag., vol. 16, no. 2, pp. 81-93, Mar. 1999.
    • (1999) IEEE Signal Process. Mag. , vol.16 , Issue.2 , pp. 81-93
    • Chen, V.C.1    Ling, H.2
  • 23
    • 0032301709 scopus 로고    scopus 로고
    • "Frame-theoretic analysis of oversampled filter banks"
    • Dec
    • H. Bölcskei, F. Hlawatsch, and H. G. Feichtinger, "Frame-theoretic analysis of oversampled filter banks," IEEE Trans. Signal Process., vol. 46, no. 12, pp. 3256-3268, Dec. 1998.
    • (1998) IEEE Trans. Signal Process. , vol.46 , Issue.12 , pp. 3256-3268
    • Bölcskei, H.1    Hlawatsch, F.2    Feichtinger, H.G.3
  • 25
    • 0242573570 scopus 로고    scopus 로고
    • "Framelets: MRA-based constructions of wavelet frames"
    • I. Daubechies, B. Han, A. Ron, and Z. Shen, "Framelets: MRA-based constructions of wavelet frames," Appl. Comput. Harmonic Anal., vol. 14, no. 1, pp. 1-46, 2003.
    • (2003) Appl. Comput. Harmonic Anal. , vol.14 , Issue.1 , pp. 1-46
    • Daubechies, I.1    Han, B.2    Ron, A.3    Shen, Z.4
  • 26
    • 4544320357 scopus 로고    scopus 로고
    • "Feature Extraction Using Gabor Fillers"
    • Ph.D. dissertation, Lappeenranta Univ. Technol., Lappeenranta, Finland
    • J.-K. Kämäräinen, "Feature Extraction Using Gabor Fillers," Ph.D. dissertation, Lappeenranta Univ. Technol., Lappeenranta, Finland, 2003.
    • (2003)
    • Kämäräinen, J.-K.1
  • 27
    • 0017626192 scopus 로고
    • "Short-term spectral analysis, synthesis, and modification by discrete Fourier transform"
    • Mar. vol. ASSP-25
    • J. B. Allen, "Short-term spectral analysis, synthesis, and modification by discrete Fourier transform," IEEE Trans. Acoust., Speech, Signal Process., vol. ASSP-25, no. 3, pp. 235-238, Mar. 1977.
    • (1977) IEEE Trans. Acoust., Speech, Signal Process. , Issue.3 , pp. 235-238
    • Allen, J.B.1
  • 28
    • 0000562670 scopus 로고
    • "Decomposition of Hardy functions into square integrable wavelets of constant shape"
    • A. Grossmann and J. Morlet, "Decomposition of Hardy functions into square integrable wavelets of constant shape," SIAM J. Math. Anal., vol. 15, no. 4, pp. 723-736, 1984.
    • (1984) SIAM J. Math. Anal. , vol.15 , Issue.4 , pp. 723-736
    • Grossmann, A.1    Morlet, J.2
  • 30
    • 0017406621 scopus 로고
    • "New optical transforms for pattern recognition"
    • Jan
    • D. Casasent and D. Psaltis, "New optical transforms for pattern recognition," Proc. IEEE, vol. 65, no. 1, pp. 77-78, Jan. 1977.
    • (1977) Proc. IEEE, , vol.65 , Issue.1 , pp. 77-78
    • Casasent, D.1    Psaltis, D.2
  • 31
    • 0024053929 scopus 로고
    • "Complete discrete 2-D Gabor transforms by neural networks for image analysis and compression"
    • Jul
    • J. G. Daugman, "Complete discrete 2-D Gabor transforms by neural networks for image analysis and compression," IEEE Trans. Acoust., Speech, Signal Process., vol. 36, no. 7, pp. 1169-1179, Jul. 1988.
    • (1988) IEEE Trans. Acoust., Speech, Signal Process. , vol.36 , Issue.7 , pp. 1169-1179
    • Daugman, J.G.1
  • 32
    • 0025263482 scopus 로고
    • "Multichannel texture analysis using localized spatial filters"
    • Jan
    • A. C. Bovik, M. Clark, and W. S. Geisler, "Multichannel texture analysis using localized spatial filters," IEEE Trans. Pattern Anal. Mach. Intell., vol. 12, no. 1, pp. 55-73, Jan. 1990.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell. , vol.12 , Issue.1 , pp. 55-73
    • Bovik, A.C.1    Clark, M.2    Geisler, W.S.3
  • 33
    • 11544322978 scopus 로고
    • "Multilayer dynamic link networks for establishing image point correspondences and visual object recognition"
    • Ph.D. dissertation, Ruhr-Universität Bochum, Bochum, Germany
    • R. P. Würtz, "Multilayer dynamic link networks for establishing image point correspondences and visual object recognition," Ph.D. dissertation, Ruhr-Universität Bochum, Bochum, Germany, 1994.
    • (1994)
    • Würtz, R.P.1
  • 35
    • 0346094167 scopus 로고    scopus 로고
    • "Simple Gabor feature space for invariant object recognition"
    • V. Kyrki, J.-K. Kamarainen, and H. Kalviainen, "Simple Gabor feature space for invariant object recognition," Pattern Recognit. Lett., vol. 25, no. 3, pp. 311-318, 2003.
    • (2003) Pattern Recognit. Lett. , vol.25 , Issue.3 , pp. 311-318
    • Kyrki, V.1    Kamarainen, J.-K.2    Kalviainen, H.3
  • 36
    • 0025546745 scopus 로고
    • "Size and distortion invariant object recognition by hierarchical graph matching"
    • J. Buhmann, M. Lades, and C. von der Malsburg, "Size and distortion invariant object recognition by hierarchical graph matching," in IJCNN Int. Joint Conf. Neural Netw., vol. 2, 1990, pp. 300-311.
    • (1990) IJCNN Int. Joint Conf. Neural Netw. , vol.2 , pp. 300-311
    • Buhmann, J.1    Lades, M.2    von der Malsburg, C.3
  • 37
    • 0024700097 scopus 로고
    • "A theory for multiresolution signal decomposition: The wavelet representation"
    • Jul
    • S. G. Mallat, "A theory for multiresolution signal decomposition: The wavelet representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 7, pp. 674-693, Jul. 1989.
    • (1989) IEEE Trans. Pattern Anal. Mach. Intell. , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.G.1
  • 39
    • 0034187110 scopus 로고    scopus 로고
    • "Orientation space filtering for multiple orientation line segmentation"
    • May
    • J. Chen, Y. Sato, and S. Tamura, "Orientation space filtering for multiple orientation line segmentation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 5, pp. 417-429, May 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell. , vol.22 , Issue.5 , pp. 417-429
    • Chen, J.1    Sato, Y.2    Tamura, S.3
  • 41
    • 0035368990 scopus 로고    scopus 로고
    • "Invariant object detection based on evidence accumulation and Gabor features"
    • H. J. Park and H. S. Yang, "Invariant object detection based on evidence accumulation and Gabor features," Pattern Recognit. Lett., vol. 22, pp. 869-882, 2001.
    • (2001) Pattern Recognit. Lett. , vol.22 , pp. 869-882
    • Park, H.J.1    Yang, H.S.2
  • 45
    • 0036682749 scopus 로고    scopus 로고
    • "Gabor wavelet networks for efficient head pose estimation"
    • V. Krüger and G. Sommer, "Gabor wavelet networks for efficient head pose estimation," Image Vision Comput., vol. 20, no. 9-10, pp. 665-672, 2002.
    • (2002) Image Vision Comput. , vol.20 , Issue.9-10 , pp. 665-672
    • Krüger, V.1    Sommer, G.2
  • 46
    • 0024048781 scopus 로고
    • "The generalized Gabor scheme of image representation in biological and machine vision"
    • Apr
    • M. Porat and Y. Y. Zeevi, "The generalized Gabor scheme of image representation in biological and machine vision," IEEE Trans. Pattern Anal. Mach. Intell., vol. 10, no. 4, pp. 452-468, Apr. 1988.
    • (1988) IEEE Trans. Pattern Anal. Mach. Intell. , vol.10 , Issue.4 , pp. 452-468
    • Porat, M.1    Zeevi, Y.Y.2
  • 48
    • 0024940380 scopus 로고
    • "Distortion invariant object recognition by matching hierarchically labeled graphs"
    • J. Buhmann, J. Lange, and C. Von Der Malsburg, "Distortion invariant object recognition by matching hierarchically labeled graphs," in Proc. IJCNN: Int. Joint Conf. Neural Netw., vol. 1, 1989, pp. 155-159.
    • (1989) Proc. IJCNN: Int. Joint Conf. Neural Netw. , vol.1 , pp. 155-159
    • Buhmann, J.1    Lange, J.2    Von Der Malsburg, C.3
  • 51
    • 0019569248 scopus 로고
    • "The importance of phase in signals"
    • May
    • A. V. Oppenheim and J. S. Lim, "The importance of phase in signals," Proc. IEEE, vol. 69, no. 5, pp. 529-541, May 1981.
    • (1981) Proc. IEEE , vol.69 , Issue.5 , pp. 529-541
    • Oppenheim, A.V.1    Lim, J.S.2
  • 52
    • 0035483949 scopus 로고    scopus 로고
    • "Statistical richness of visual phase information: Update on recognizing persons by iris patterns"
    • J. Daugman, "Statistical richness of visual phase information: Update on recognizing persons by iris patterns," Int. J. Comput. Vis., vol. 45, no. 1, pp. 25-38, 2001.
    • (2001) Int. J. Comput. Vis. , vol.45 , Issue.1 , pp. 25-38
    • Daugman, J.1
  • 54
    • 0029343445 scopus 로고
    • "Optimal Gabor filters for texture segmentation"
    • Jul
    • D. Dunn and W. E. Higgins, "Optimal Gabor filters for texture segmentation," IEEE Trans. Image Process., vol. 4, no. 7, pp. 947-964, Jul. 1995.
    • (1995) IEEE Trans. Image Process. , vol.4 , Issue.7 , pp. 947-964
    • Dunn, D.1    Higgins, W.E.2
  • 55
    • 0026398342 scopus 로고
    • "Unsupervised texture segmentation using Gabor fillers"
    • A. K. Jain and F. Farrokhnia, "Unsupervised texture segmentation using Gabor fillers," Pattern Recognit., vol. 24, no. 12, pp. 1167-1186, 1991.
    • (1991) Pattern Recognit. , vol.24 , Issue.12 , pp. 1167-1186
    • Jain, A.K.1    Farrokhnia, F.2
  • 58
    • 0343826087 scopus 로고    scopus 로고
    • "The shiftability of some wavelet bases"
    • Q. Wang, "The shiftability of some wavelet bases," Comput. Math. Applicat., vol. 40, pp. 957-964, 2000.
    • (2000) Comput. Math. Applicat. , vol.40 , pp. 957-964
    • Wang, Q.1
  • 59
    • 0347369190 scopus 로고    scopus 로고
    • "Classification of wavelet bases by translation subgroups and non-harmonic wavelet bases"
    • Q. Wang, "Classification of wavelet bases by translation subgroups and non-harmonic wavelet bases," Acta Math. Sinica. English Series, vol. 16, no. 2, pp. 307-312, 2000.
    • (2000) Acta Math. Sinica. English Series , vol.16 , Issue.2 , pp. 307-312
    • Wang, Q.1
  • 64
    • 0026371820 scopus 로고
    • "Pattern recognition with moment invariants: A comparative study and new results"
    • S. O. Belkasim, M. Shridhar, and M. Ahmadi, "Pattern recognition with moment invariants: A comparative study and new results," Pattern Recognition, vol. 24, no. 12, pp. 1117-1138, 1991.
    • (1991) Pattern Recognition , vol.24 , Issue.12 , pp. 1117-1138
    • Belkasim, S.O.1    Shridhar, M.2    Ahmadi, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.