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Volumn 16, Issue 4, 2008, Pages 863-873

A novel two-stage impulse noise removal technique based on neural networks and fuzzy decision

Author keywords

Fuzzy decision system; Human visual system (HVS); Impulse noise; Neural network (NN); Noise removal

Indexed keywords

ADAPTIVE ALGORITHMS; ARTIFICIAL INTELLIGENCE; BACKPROPAGATION ALGORITHMS; BOOLEAN FUNCTIONS; COMPUTER NETWORKS; FEEDFORWARD NEURAL NETWORKS; FUZZY NEURAL NETWORKS; IMAGE QUALITY; IMPULSE NOISE; STAGES; VEGETATION;

EID: 50849144920     PISSN: 10636706     EISSN: None     Source Type: Journal    
DOI: 10.1109/TFUZZ.2008.917297     Document Type: Article
Times cited : (56)

References (49)
  • 1
    • 0020192916 scopus 로고
    • Median filters: Some modifications and their properties
    • Oct
    • T. A. Nodes and N. C. Gallagher, "Median filters: Some modifications and their properties," IEEE Trans. Acoust., Speech, Signal Process. vol. ASSP-30, no. 5, pp. 739-746, Oct. 1982.
    • (1982) IEEE Trans. Acoust., Speech, Signal Process , vol.ASSP-30 , Issue.5 , pp. 739-746
    • Nodes, T.A.1    Gallagher, N.C.2
  • 2
    • 50849134108 scopus 로고    scopus 로고
    • G. R. Arce and R. J. Crinon, Median filters: Analysis for two-dimensional recursively filtered signals, in Proc. Int. Conf. Acoust., Speech, Signal Process., 1984, pp. 20.11.1-20.11.4.
    • G. R. Arce and R. J. Crinon, "Median filters: Analysis for two-dimensional recursively filtered signals," in Proc. Int. Conf. Acoust., Speech, Signal Process., 1984, pp. 20.11.1-20.11.4.
  • 3
    • 0021477512 scopus 로고
    • The weighted median filter
    • Mar
    • D. Brownrigg, "The weighted median filter," Commun. Assoc. Comput. vol. 27, no. 8, pp. 807-818, Mar. 1984.
    • (1984) Commun. Assoc. Comput , vol.27 , Issue.8 , pp. 807-818
    • Brownrigg, D.1
  • 4
    • 0029273817 scopus 로고
    • Optimal weighted median filtering under structural constrains
    • Mar
    • R. Yang and L. Yin, "Optimal weighted median filtering under structural constrains," IEEE Trans. Signal Process., vol. 43, no. 3, pp. 591-604, Mar. 1995.
    • (1995) IEEE Trans. Signal Process , vol.43 , Issue.3 , pp. 591-604
    • Yang, R.1    Yin, L.2
  • 5
    • 0026222410 scopus 로고
    • Center weighted median filters and their applications to image enhancement
    • Sep
    • S. J. Ko and Y. H. Lee, "Center weighted median filters and their applications to image enhancement," IEEE Trans. Circuits Syst., vol. 38, no. 9, pp. 984-993, Sep. 1991.
    • (1991) IEEE Trans. Circuits Syst , vol.38 , Issue.9 , pp. 984-993
    • Ko, S.J.1    Lee, Y.H.2
  • 6
    • 0024034660 scopus 로고
    • Median filters with adaptive length
    • Jun
    • H. M. Lin and A. N. Willson Jr., "Median filters with adaptive length," IEEE Trans. Circuits Syst., vol. 35, no. 6, pp. 675-690, Jun. 1988.
    • (1988) IEEE Trans. Circuits Syst , vol.35 , Issue.6 , pp. 675-690
    • Lin, H.M.1    Willson Jr., A.N.2
  • 7
    • 0023164599 scopus 로고
    • Deterministic properties of the recursive separable median filter
    • Jan
    • M. P. McLoughlin and G. R. Arce, "Deterministic properties of the recursive separable median filter," IEEE Trans. Acoust., Speech, Signal Process., vol. ASSP-35, no. 1, pp. 98-106, Jan. 1987.
    • (1987) IEEE Trans. Acoust., Speech, Signal Process , vol.ASSP-35 , Issue.1 , pp. 98-106
    • McLoughlin, M.P.1    Arce, G.R.2
  • 8
    • 0030126966 scopus 로고    scopus 로고
    • An improved recursive median filtering scheme for image processing
    • Apr
    • G. Qiu, "An improved recursive median filtering scheme for image processing," IEEE Trans. Image Process., vol. 5, no. 4, pp. 646-648, Apr. 1996.
    • (1996) IEEE Trans. Image Process , vol.5 , Issue.4 , pp. 646-648
    • Qiu, G.1
  • 9
    • 0021373279 scopus 로고
    • Alpha-trimmed means and their relationship to median filters
    • Feb
    • J. B. Bednar and T. L. Watt, "Alpha-trimmed means and their relationship to median filters," IEEE Trans. Acoust., Speech, Signal Process., vol. ASSP-32, no. 1, pp. 145-153, Feb. 1984.
    • (1984) IEEE Trans. Acoust., Speech, Signal Process , vol.ASSP-32 , Issue.1 , pp. 145-153
    • Bednar, J.B.1    Watt, T.L.2
  • 11
    • 0032026701 scopus 로고    scopus 로고
    • H. Kong and L. Guati, A noise-exclusive adaptive filtering framework for removing impulse noise in digital images, IEEE Trans. Circuits Syst. H, Analog Digit. Signal Process., 45, no. 3, pp. 422-428, Mam 1998.
    • H. Kong and L. Guati, "A noise-exclusive adaptive filtering framework for removing impulse noise in digital images," IEEE Trans. Circuits Syst. H, Analog Digit. Signal Process., vol. 45, no. 3, pp. 422-428, Mam 1998.
  • 12
    • 0033316989 scopus 로고    scopus 로고
    • Decision-based median filter improved by predictions
    • G. Pok and J. C. Liu, "Decision-based median filter improved by predictions," in Proc. IEEE Int. Conf. Image Process., 1999, pp. 410-413.
    • (1999) Proc. IEEE Int. Conf. Image Process , pp. 410-413
    • Pok, G.1    Liu, J.C.2
  • 13
    • 0028996736 scopus 로고
    • A signal-dependent rank ordered mean (SD-ROM) filter - A new approach for removal of impulses from highly corrupted images
    • May
    • E. Abreu and S. K. Mitra, "A signal-dependent rank ordered mean (SD-ROM) filter - A new approach for removal of impulses from highly corrupted images," in Proc. Int. Conf. Acoust., Speech, Signal Process., May 1995, vol. 4, pp. 2371-2374.
    • (1995) Proc. Int. Conf. Acoust., Speech, Signal Process , vol.4 , pp. 2371-2374
    • Abreu, E.1    Mitra, S.K.2
  • 14
    • 33745686694 scopus 로고    scopus 로고
    • An efficient detail-preserving approach for removing impulse noise in images
    • Jul
    • W. Luo, "An efficient detail-preserving approach for removing impulse noise in images," IEEE Signal Process. Lett., vol. 13, no. 7, pp. 413-416, Jul. 2006.
    • (2006) IEEE Signal Process. Lett , vol.13 , Issue.7 , pp. 413-416
    • Luo, W.1
  • 15
    • 0033335030 scopus 로고    scopus 로고
    • Tri-state median filter for image de-noising
    • Dec
    • T. Chen, K. K. Ma, and L. H. Chen, "Tri-state median filter for image de-noising," IEEE Trans. Image Process., vol. 8, no. 12, pp. 1834-1838, Dec. 1999.
    • (1999) IEEE Trans. Image Process , vol.8 , Issue.12 , pp. 1834-1838
    • Chen, T.1    Ma, K.K.2    Chen, L.H.3
  • 16
    • 0033692695 scopus 로고    scopus 로고
    • Impulse noise removal by multi-state median filtering
    • Jun
    • T. Chen and H. R. Wu, "Impulse noise removal by multi-state median filtering," in Proc. Int. Conf. Acoust., Speech, Signal Process., Jun. 2000, vol. 4, pp. 2183-2186.
    • (2000) Proc. Int. Conf. Acoust., Speech, Signal Process , vol.4 , pp. 2183-2186
    • Chen, T.1    Wu, H.R.2
  • 17
    • 0035249577 scopus 로고    scopus 로고
    • Noise adaptive soft-swtching median filter
    • Feb
    • H. L. Eng and K. K. Ma, "Noise adaptive soft-swtching median filter," IEEE Trans. Image Process., vol. 10, no. 2, pp. 242-251, Feb. 2001.
    • (2001) IEEE Trans. Image Process , vol.10 , Issue.2 , pp. 242-251
    • Eng, H.L.1    Ma, K.K.2
  • 18
    • 0036858143 scopus 로고    scopus 로고
    • A new impulse detector for switching median filters
    • Nov
    • S. Zhang and M. A. Karim, "A new impulse detector for switching median filters," IEEE Signal Process. Lett., vol. 9, no. 11, pp. 360-363, Nov. 2002.
    • (2002) IEEE Signal Process. Lett , vol.9 , Issue.11 , pp. 360-363
    • Zhang, S.1    Karim, M.A.2
  • 19
    • 0032664460 scopus 로고    scopus 로고
    • Progressive switching median filter for the removal of impulse note from highly corrupted images
    • Jan
    • Z. Wang and D. Zhang, "Progressive switching median filter for the removal of impulse note from highly corrupted images," IEEE Trans. Circuits Syst. II, Analog Digit. Signal Process., vol. 46, no. 1, pp. 78-80, Jan. 1999.
    • (1999) IEEE Trans. Circuits Syst. II, Analog Digit. Signal Process , vol.46 , Issue.1 , pp. 78-80
    • Wang, Z.1    Zhang, D.2
  • 20
    • 33646861930 scopus 로고    scopus 로고
    • A switching median filter with boundary discriminative noise detection for extremely corrupted images
    • Jun
    • P. E. Ng and K. K. Ma, "A switching median filter with boundary discriminative noise detection for extremely corrupted images," IEEE Trans. Image Process., vol. 15, no. 6, pp. 1506-1516, Jun. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.6 , pp. 1506-1516
    • Ng, P.E.1    Ma, K.K.2
  • 21
    • 0030384217 scopus 로고    scopus 로고
    • A self-adjusting weighted median filter for removing impulse noise in image
    • Sep
    • C. T. Chen and L. G. Chen, "A self-adjusting weighted median filter for removing impulse noise in image" in Proc. IEEE Int. Conf. Image Process., Sep. 1996, vol. 1, pp. 419-422.
    • (1996) Proc. IEEE Int. Conf. Image Process , vol.1 , pp. 419-422
    • Chen, C.T.1    Chen, L.G.2
  • 22
    • 0033878101 scopus 로고    scopus 로고
    • Recursive weighted median filters admitting negative weights and their optimization
    • Mar
    • G. R. Arce and J. L. Paredes, "Recursive weighted median filters admitting negative weights and their optimization," IEEE Trans. Signal Process., vol. 48, no. 3, pp. 768-779, Mar. 2000.
    • (2000) IEEE Trans. Signal Process , vol.48 , Issue.3 , pp. 768-779
    • Arce, G.R.1    Paredes, J.L.2
  • 23
    • 0035369693 scopus 로고    scopus 로고
    • Application of partition-based median type filters for suppressing noise in images
    • Jun
    • T. Chen and H. R. Wu, "Application of partition-based median type filters for suppressing noise in images," IEEE Trans. Image Process. vol. 10, no. 6, pp. 829-836, Jun. 2001.
    • (2001) IEEE Trans. Image Process , vol.10 , Issue.6 , pp. 829-836
    • Chen, T.1    Wu, H.R.2
  • 24
    • 33746217154 scopus 로고    scopus 로고
    • Partition-based vector filtering technique for suppression of noise in digital color images
    • Aug
    • Z. Ma, H. R. Wu, and D. Feng, "Partition-based vector filtering technique for suppression of noise in digital color images," IEEE Trans. Image Process., vol. 15, no. 8, pp. 2324-2342, Aug. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.8 , pp. 2324-2342
    • Ma, Z.1    Wu, H.R.2    Feng, D.3
  • 26
    • 11844287651 scopus 로고    scopus 로고
    • Impulsive noise removal using threshold Boolean filtering based on the impulse detecting functions
    • Jan
    • I. Aizenberg, C. Butakoff, and D. Paliy, "Impulsive noise removal using threshold Boolean filtering based on the impulse detecting functions," IEEE Signal Process. Lett., vol. 12, no. 1, pp. 63-66, Jan. 2005.
    • (2005) IEEE Signal Process. Lett , vol.12 , Issue.1 , pp. 63-66
    • Aizenberg, I.1    Butakoff, C.2    Paliy, D.3
  • 27
    • 27844561514 scopus 로고    scopus 로고
    • A universal noise removal algorithm with an impulse detector
    • Nov
    • R. Garnett, T. Huegerich, C. Chui, and W. He, "A universal noise removal algorithm with an impulse detector," IEEE Trans. Image Process., vol. 14, no. 11, pp. 1747-1754, Nov. 2005.
    • (2005) IEEE Trans. Image Process , vol.14 , Issue.11 , pp. 1747-1754
    • Garnett, R.1    Huegerich, T.2    Chui, C.3    He, W.4
  • 28
    • 84856167183 scopus 로고    scopus 로고
    • True edge-preserving filtering for impulse noise removal
    • presented at the, Pacific Grove CA, Oct
    • X. Li and M. Orchard, "True edge-preserving filtering for impulse noise removal," in presented at the 34th Asilomar Conf. Signals, Syst. Comput., Pacific Grove CA, Oct. 2000.
    • (2000) 34th Asilomar Conf. Signals, Syst. Comput
    • Li, X.1    Orchard, M.2
  • 29
    • 10244230862 scopus 로고    scopus 로고
    • An iterative procedure for removing random-valued impulse noise
    • Dec
    • R. H. Chan, C. Hu, and M. Nikolova, "An iterative procedure for removing random-valued impulse noise," IEEE Sicnal Process. Lett. vol. 11, no. 12, pp. 921-924, Dec. 2004.
    • (2004) IEEE Sicnal Process. Lett , vol.11 , Issue.12 , pp. 921-924
    • Chan, R.H.1    Hu, C.2    Nikolova, M.3
  • 30
    • 27744554422 scopus 로고    scopus 로고
    • Salt-and-pepper noise removal by median-type noise detectors and detail-preserving regularization
    • Oct
    • R. H. Chan, C.-W. Ho, and M. Nikolova, "Salt-and-pepper noise removal by median-type noise detectors and detail-preserving regularization," IEEE Trans. Image Process., vol. 14, no. 10, pp. 1479-1485, Oct. 2005.
    • (2005) IEEE Trans. Image Process , vol.14 , Issue.10 , pp. 1479-1485
    • Chan, R.H.1    Ho, C.-W.2    Nikolova, M.3
  • 31
    • 33645985476 scopus 로고    scopus 로고
    • PDE-based image restoration: A hybrid model and color image denoising
    • May
    • S. Kim, "PDE-based image restoration: A hybrid model and color image denoising," IEEE Trans. Image Process., vol. 15, no. 5, pp. 1163-1170, May 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.5 , pp. 1163-1170
    • Kim, S.1
  • 32
    • 33646495704 scopus 로고    scopus 로고
    • Thresholding noise-free ordered mean filter based on Dempster-Shafer theory for image restoration
    • May
    • T. Z. Lin and P. T. Yu, "Thresholding noise-free ordered mean filter based on Dempster-Shafer theory for image restoration," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 53, no. 5, pp. 1057-1064, May 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.53 , Issue.5 , pp. 1057-1064
    • Lin, T.Z.1    Yu, P.T.2
  • 33
    • 0031074246 scopus 로고    scopus 로고
    • Impulse noise detection and removal using fuzzy techniques
    • Feb
    • D. Zhang and Z. Wang, "Impulse noise detection and removal using fuzzy techniques," Electron. Lett., vol. 33, no. 5, pp. 378-379, Feb. 1997.
    • (1997) Electron. Lett , vol.33 , Issue.5 , pp. 378-379
    • Zhang, D.1    Wang, Z.2
  • 36
    • 24644448338 scopus 로고    scopus 로고
    • Genetic-based fuzzy image filter and its application to image processing
    • Aug
    • C. S. Lee, S. M. Guo, and C. Y. Hsu, "Genetic-based fuzzy image filter and its application to image processing," IEEE Trans. Syst., Man Cybern., B, Cybern., vol. 35, no. 4, pp. 694-711, Aug. 2005.
    • (2005) IEEE Trans. Syst., Man Cybern., B, Cybern , vol.35 , Issue.4 , pp. 694-711
    • Lee, C.S.1    Guo, S.M.2    Hsu, C.Y.3
  • 37
    • 33751410641 scopus 로고    scopus 로고
    • Fuzzy rank LUM filters
    • Dec
    • Y. Nie and K. E. Barner, "Fuzzy rank LUM filters," IEEE Trans. Image Process., vol. 15, no. 12, pp. 3636-3654, Dec. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.12 , pp. 3636-3654
    • Nie, Y.1    Barner, K.E.2
  • 38
    • 0033699758 scopus 로고    scopus 로고
    • Noise removal from image data using recursive neurofuzzy filter
    • Apr
    • F. Russo, "Noise removal from image data using recursive neurofuzzy filter," IEEE Trans. Instrum. Meas., vol. 49, no. 2, pp. 307-314, Apr. 2000.
    • (2000) IEEE Trans. Instrum. Meas , vol.49 , Issue.2 , pp. 307-314
    • Russo, F.1
  • 39
    • 0036703461 scopus 로고    scopus 로고
    • An image enhancement technique combining sharpening and noise reduction
    • Aug
    • F. Russo, "An image enhancement technique combining sharpening and noise reduction," IEEE Trans. Instrum. Meas., vol. 51, no. 4, pp. 824-828, Aug. 2002.
    • (2002) IEEE Trans. Instrum. Meas , vol.51 , Issue.4 , pp. 824-828
    • Russo, F.1
  • 40
    • 10944239650 scopus 로고    scopus 로고
    • A simple neuro-fuzzy impulse detector for efficient blur reduction of impulse noise removal operators for digital images
    • Dec
    • M. E. Yüksel and E. Beşdok, "A simple neuro-fuzzy impulse detector for efficient blur reduction of impulse noise removal operators for digital images," IEEE Trans. Fuzzy Syst., vol. 12, no. 6, pp. 854-865, Dec. 2004.
    • (2004) IEEE Trans. Fuzzy Syst , vol.12 , Issue.6 , pp. 854-865
    • Yüksel, M.E.1    Beşdok, E.2
  • 41
    • 11244306500 scopus 로고    scopus 로고
    • Using an adaptive neuro-fuzzy inference system-based interpolant for impulsive noise suppression from highly distorted images
    • Mar
    • E. Beşdok, P. Civicioglu, and M. Alci, "Using an adaptive neuro-fuzzy inference system-based interpolant for impulsive noise suppression from highly distorted images," Fuzzy Sets Syst., vol. 150, no. 3, pp. 525-543, Mar. 2005.
    • (2005) Fuzzy Sets Syst , vol.150 , Issue.3 , pp. 525-543
    • Beşdok, E.1    Civicioglu, P.2    Alci, M.3
  • 42
    • 18144420851 scopus 로고    scopus 로고
    • Nonlinear noise cancellation for image with adaptive neuro-fuzzy inference systems
    • Apr
    • H. Qin and S. X. Yang, "Nonlinear noise cancellation for image with adaptive neuro-fuzzy inference systems," Electron. Lett., vol. 41, no. 8, pp. 474-475, Apr. 2005.
    • (2005) Electron. Lett , vol.41 , Issue.8 , pp. 474-475
    • Qin, H.1    Yang, S.X.2
  • 43
    • 33645153660 scopus 로고    scopus 로고
    • A hybrid neuro-fuzzy filter for edge preserving restoration of images corrupted by impulse noise
    • Apr
    • M. E. Yüksel, "A hybrid neuro-fuzzy filter for edge preserving restoration of images corrupted by impulse noise," IEEE Trans. Image Process., vol. 15, no. 4, pp. 928-936, Apr. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.4 , pp. 928-936
    • Yüksel, M.E.1
  • 44
    • 33947227318 scopus 로고    scopus 로고
    • Using uncorrupted neighborhoods of the pixels for impulsive noise suppression with ANFIS
    • Mar
    • P. Civicioglu, "Using uncorrupted neighborhoods of the pixels for impulsive noise suppression with ANFIS," IEEE Trans. Image Process. vol. 16, no. 3, pp. 759-773, Mar. 2007.
    • (2007) IEEE Trans. Image Process , vol.16 , Issue.3 , pp. 759-773
    • Civicioglu, P.1
  • 46
    • 0027684995 scopus 로고
    • Signal compression based on models of human perception
    • Oct
    • J. Johnston, N. Jayant, and R. Safranek, "Signal compression based on models of human perception," in Proc. IEEE, Oct. 1993, vol. 81, no. 10, pp. 1325-1422.
    • (1993) Proc. IEEE , vol.81 , Issue.10 , pp. 1325-1422
    • Johnston, J.1    Jayant, N.2    Safranek, R.3
  • 47
    • 0029517251 scopus 로고
    • A perceptually tuned subband image codel based on the measure of just-noticeable-distortion profile
    • Dec
    • C. H. Chou and Y. C. Li, "A perceptually tuned subband image codel based on the measure of just-noticeable-distortion profile," IEEE Trans. Fuzzy Syst., vol. 3, no. 3, pp. 467-476, Dec. 1995.
    • (1995) IEEE Trans. Fuzzy Syst , vol.3 , Issue.3 , pp. 467-476
    • Chou, C.H.1    Li, Y.C.2
  • 48
    • 0036450915 scopus 로고    scopus 로고
    • Adaptive noise detection for image restoration with a multiple window configuration
    • Sep
    • E. S. Hore, B. Qiu, and H. R. Wu, "Adaptive noise detection for image restoration with a multiple window configuration," in Proc. Int. Conf. Image Process., Sep. 2002, vol. 1, pp. 329-334.
    • (2002) Proc. Int. Conf. Image Process , vol.1 , pp. 329-334
    • Hore, E.S.1    Qiu, B.2    Wu, H.R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.