메뉴 건너뛰기




Volumn 17, Issue 1, 2013, Pages 136-142

Classification of color images of dermatological ulcers

Author keywords

Color image processing; Color texture; Dermatological ulcers; Feature selection; Machine learning; Pattern recognition; Tissue composition

Indexed keywords

COLOR; DISEASES; FEATURE EXTRACTION; IMAGE ANALYSIS; IMAGE CLASSIFICATION; IMAGE TEXTURE; LEARNING SYSTEMS; PATTERN RECOGNITION; PROCESSING; TEXTURES; TISSUE;

EID: 84885167759     PISSN: 21682194     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2012.2227493     Document Type: Article
Times cited : (27)

References (30)
  • 1
    • 0021821413 scopus 로고
    • Chronic ulceration of the leg: Extent of the problem and provision of care
    • M. J. Callam, C. V. Ruckley, D. R. Harper, and J. J. Dale, "Chronic ulceration of the leg: Extent of the problem and provision of care," Brit. Med. J. (Clin. Res. ed.), vol. 290, no. 6485, pp. 1855-1856, 1985.
    • (1985) Brit. Med. J. (Clin. Res. Ed.) , vol.290 , Issue.6485 , pp. 1855-1856
    • Callam, M.J.1    Ruckley, C.V.2    Harper, D.R.3    Dale, J.J.4
  • 2
    • 0026437639 scopus 로고
    • Sequential changes in histologic pattern and extracellular matrix deposition during the healing of chronic venous ulcers
    • S. Herrick, P. Sloan, M. McGurk, L. Freak, C. McCollum, and M. Ferguson, "Sequential changes in histologic pattern and extracellular matrix deposition during the healing of chronic venous ulcers," Amer. J. Pathol., vol. 141, no. 5, pp. 1085-1095, 1992.
    • (1992) Amer. J. Pathol. , vol.141 , Issue.5 , pp. 1085-1095
    • Herrick, S.1    Sloan, P.2    McGurk, M.3    Freak, L.4    McCollum, C.5    Ferguson, M.6
  • 3
    • 0031009081 scopus 로고    scopus 로고
    • General principles of wound healing
    • M. Witte and A. Barbul, "General principles of wound healing," Surg. Clin. North Amer., vol. 77, no. 3, pp. 509-528, 1997.
    • (1997) Surg. Clin. North Amer. , vol.77 , Issue.3 , pp. 509-528
    • Witte, M.1    Barbul, A.2
  • 4
    • 0019976407 scopus 로고
    • Pericapillary fibrin in the ulcer-bearing skin of the leg: The cause of lipodermatosclerosis and venous ulceration
    • K. Burnand, I. Whimster, and A. Naidoo, "Pericapillary fibrin in the ulcer-bearing skin of the leg: The cause of lipodermatosclerosis and venous ulceration," Brit. Med. J. (Clin. Res. ed.), vol. 285, no. 6348, pp. 1071-1072, 1982. (Pubitemid 12029689)
    • (1982) British Medical Journal , vol.285 , Issue.6348 , pp. 1071-1072
    • Burnand, K.G.1    Whimster, I.2    Naidoo, A.3    Browse, N.L.4
  • 5
    • 0027450723 scopus 로고
    • Modification of late dermal necrosis in the pig by treatment with multi-wavelength light
    • M. Rezvani, M. Robbins, J. Hopewell, and E. Whitehouse, "Modification of late dermal necrosis in the pig by treatment with multi-wavelength light," Brit. J. Radiol., vol. 66, no. 782, pp. 145-149, 1993. (Pubitemid 23069632)
    • (1993) British Journal of Radiology , vol.66 , Issue.782 , pp. 145-149
    • Rezvani, M.1    Robbins, M.E.C.2    Hopewell, J.W.3    Whitehouse, E.M.4
  • 6
    • 33750565172 scopus 로고    scopus 로고
    • Xerosis und kallusformation als schlussel fur das diabetische fusyndrom: Problemstellung und management aus dermatologischer sicht
    • DOI 10.1111/j.1610-0387.2006.06123.x
    • T. Pavicic and H. Korting, "Xerosis and callus formation as a key to the diabetic foot syndrome: Dermatologic view of the problem and its management," J. Deutschen Dermatolog. Gesellschaft, vol. 4, no. 11, pp. 935-941, 2006. (Pubitemid 44671822)
    • (2006) JDDG - Journal of the German Society of Dermatology , vol.4 , Issue.11 , pp. 935-941
    • Pavicic, T.1    Korting, H.C.2
  • 7
    • 0029835440 scopus 로고    scopus 로고
    • The association between callus formation, high pressures and neuropathy in diabetic foot ulceration
    • DOI 10.1002/(SICI)1096-9136(199611)13:11<979::
    • H. Murray, M. Young, S. Hollis, and A. Boulton, "The association between callus formation, high pressures and neuropathy in diabetic foot ulceration," Diabet. Med., vol. 13, no. 11, pp. 979-982, 1996. (Pubitemid 26384122)
    • (1996) Diabetic Medicine , vol.13 , Issue.11 , pp. 979-982
    • Murray, H.J.1    Young, M.J.2    Hollis, S.3    Boulton, A.J.M.4
  • 8
    • 15544369039 scopus 로고    scopus 로고
    • An integrated computer supported acquisition, handling, and characterization system for pigmented skin lesions in dermatological images
    • DOI 10.1109/TITB.2004.837859
    • I. Maglogiannis, S. Pavlopoulos, and D. Koutsouris, "An integrated computer supported acquisition, handling, and characterization system for pigmented skin lesions in dermatological images," IEEE Trans. Inf. Technol. Biomed., vol. 9, no. 1, pp. 86-98, Mar. 2005. (Pubitemid 40400339)
    • (2005) IEEE Transactions on Information Technology in Biomedicine , vol.9 , Issue.1 , pp. 86-98
    • Maglogiannis, I.1    Pavlopoulos, S.2    Koutsouris, D.3
  • 9
    • 77956321569 scopus 로고    scopus 로고
    • Robust tissue classification for reproducible wound assessment in telemedicine environments
    • H. Wannous, S. Treuillet, and Y. Lucas, "Robust tissue classification for reproducible wound assessment in telemedicine environments," J. Electron. Imag., vol. 19, p. 023002, 2010.
    • (2010) J. Electron. Imag. , vol.19 , pp. 023002
    • Wannous, H.1    Treuillet, S.2    Lucas, Y.3
  • 10
    • 84993781838 scopus 로고    scopus 로고
    • Analysis of skin wound images using digital color image processing: A preliminary communication
    • H. Oduncu, A. Hoppe, M. Clark, R. Williams, and K. Harding, "Analysis of skin wound images using digital color image processing: A preliminary communication," Int. J. Low Extreme Wounds, vol. 3, no. 3, pp. 151-156, 2004.
    • (2004) Int. J. Low Extreme Wounds , vol.3 , Issue.3 , pp. 151-156
    • Oduncu, H.1    Hoppe, A.2    Clark, M.3    Williams, R.4    Harding, K.5
  • 11
    • 78049347540 scopus 로고    scopus 로고
    • Artificial neural networks applied to the segmentation and classification of digital images of cutaneous ulcers
    • A. Tarallo, A. Gonzaga, and M. Frade, "Artificial neural networks applied to the segmentation and classification of digital images of cutaneous ulcers," in Proc. IEEE 7th Int. Conf. Bioinformat. Bioeng., 2007, pp. 1-1.
    • Proc. IEEE 7th Int. Conf. Bioinformat. Bioeng., 2007 , pp. 1-1
    • Tarallo, A.1    Gonzaga, A.2    Frade, M.3
  • 12
    • 84856703508 scopus 로고    scopus 로고
    • Classification of dermatological ulcers based on tissue composition and color texture features
    • Proc. 4th Int. Symp. Appl. Sci. Biomed. Commun. Technol., ser. Barcelona, Spain: ACM, [Online]. Available
    • S. M. Pereira, M. A. C. Frade, R. M. Rangayyan, and P. M. de Azevedo Marques. (2011). Classification of dermatological ulcers based on tissue composition and color texture features. in Proc. 4th Int. Symp. Appl. Sci. Biomed. Commun. Technol., ser. ISABEL 2011. Barcelona, Spain: ACM, [Online]. pp. 68:1-68:6. Available: http://doi.acm.org/10.1145/2093698.2093766
    • (2011) ISABEL 2011
    • Pereira, S.M.1    Frade, M.A.C.2    Rangayyan, R.M.3    De Azevedo Marques, P.M.4
  • 15
  • 17
    • 0019020699 scopus 로고
    • A theoretical comparison of texture algorithms
    • May
    • R. W. Conners and C. A. Harlow, "A theoretical comparison of texture algorithms," IEEE Trans. Pattern Anal. Mach. Intell., vol. PAMI-2, no. 3, pp. 204-222, May 1980.
    • (1980) IEEE Trans. Pattern Anal. Mach. Intell. , vol.PAMI-2 , Issue.3 , pp. 204-222
    • Conners, R.W.1    Harlow, C.A.2
  • 18
    • 35949000255 scopus 로고    scopus 로고
    • Generalization of the cooccurrence matrix for colour images: Application to colour texture classification
    • V. Arvis, C. Debain, M. Berducat, and A. Benassi, "Generalization of the cooccurrence matrix for colour images: Application to colour texture classification," Image Anal. Stereol., vol. 23, no. 1, pp. 63-72, 2004.
    • (2004) Image Anal. Stereol. , vol.23 , Issue.1 , pp. 63-72
    • Arvis, V.1    Debain, C.2    Berducat, M.3    Benassi, A.4
  • 19
    • 85164392958 scopus 로고    scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • R. Kohavi, "A study of cross-validation and bootstrap for accuracy estimation and model selection," in Proc. Int. Joint Conf. Artif. Intell., 1995, vol. 14, pp. 1137-1145.
    • Proc. Int. Joint Conf. Artif. Intell., 1995 , vol.14 , pp. 1137-1145
    • Kohavi, R.1
  • 20
    • 0004255908 scopus 로고    scopus 로고
    • 1st ed. New York: McGraw-Hill, Inc.
    • T. M. Mitchell, Machine Learning, 1st ed. New York: McGraw-Hill, Inc., 1997.
    • (1997) Machine Learning
    • Mitchell, T.M.1
  • 21
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • Dec.. Available
    • A. L. Blum and P. Langley. (1997, Dec.). Selection of relevant features and examples in machine learning. Artif. intell., [Online]. vol. 971-2, pp. 245- 271, Available: http://dx.doi.org/10.1016/S0004-3702(97)00063-5
    • (1997) Artif. Intell., [Online]. , vol.971 , Issue.2 , pp. 245-271
    • Blum, A.L.1    Langley, P.2
  • 23
    • 0031269184 scopus 로고    scopus 로고
    • On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
    • P. Domingos and M. J. Pazzani, "On the optimality of the simple Bayesian classifier under zero-one loss," Mach. Learn., vol. 29, no. 2, pp. 103-130, 1997. (Pubitemid 127510035)
    • (1997) Machine Learning , vol.29 , Issue.2-3 , pp. 103-130
    • Domingos, P.1    Pazzani, M.2
  • 24
    • 33846447425 scopus 로고    scopus 로고
    • Critical heat flux prediction by using radial basis function and multilayer perceptron neural networks: A comparison study
    • DOI 10.1016/j.nucengdes.2006.05.005, PII S0029549306003736
    • N. Vaziri, A. Hojabri, A. Erfani, M. Monsefi, and B. Nilforooshan, "Critical heat flux prediction by using radial basis function and multilayer perceptron neural networks: A comparison study," Nuclear Eng. Des., vol. 237, no. 4, pp. 377-385, 2007. (Pubitemid 46148982)
    • (2007) Nuclear Engineering and Design , vol.237 , Issue.4 , pp. 377-385
    • Vaziri, N.1    Hojabri, A.2    Erfani, A.3    Monsefi, M.4    Nilforooshan, B.5
  • 25
    • 0025405266 scopus 로고
    • Decision trees and decision-making
    • Mar./Apr.
    • J. Quinlan, "Decision trees and decision-making," IEEE Trans. Syst., Man, Cybern., vol. 20, no. 2, pp. 339-346, Mar./Apr. 1990.
    • (1990) IEEE Trans. Syst., Man, Cybern. , vol.20 , Issue.2 , pp. 339-346
    • Quinlan, J.1
  • 27
    • 0002442796 scopus 로고    scopus 로고
    • Machine learning in automated text categorization
    • Mar.. Available
    • F. Sebastiani. (2002, Mar.). Machine learning in automated text categorization. ACM Comput. Surv. [Online]. vol. 34, pp. 1-47, Available: http://doi.acm.org/10.1145/505282.505283
    • (2002) ACM Comput. Surv. [Online] , vol.34 , pp. 1-47
    • Sebastiani, F.1
  • 28
    • 0000868331 scopus 로고
    • Induction of fuzzy decision trees
    • Available
    • Y. Yuan and M. J. Shaw. (1995). Induction of fuzzy decision trees. Fuzzy Sets Syst., [Online]. vol. 692, pp. 125-139, Available: http://www. sciencedirect.com/science/article/pii/016501149400229Z
    • (1995) Fuzzy Sets Syst., [Online] , vol.692 , pp. 125-139
    • Yuan, Y.1    Shaw, M.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.