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2014 | OriginalPaper | Buchkapitel

Skin Detection and Segmentation in Color Images

verfasst von : Michal Kawulok, Jakub Nalepa, Jolanta Kawulok

Erschienen in: Advances in Low-Level Color Image Processing

Verlag: Springer Netherlands

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Abstract

This chapter presents an overview of existing methods for human skin detection and segmentation. First of all, the skin color modeling schemes are outlined, and their limitations are discussed based on the presented experimental study. Then, we explain the techniques which were reported helpful in improving the efficacy of color-based classification, namely (1) textural features extraction, (2) model adaptation schemes, and (3) spatial analysis of the skin blobs. The chapter presents meaningful qualitative and quantitative results obtained during our study, which demonstrate the benefits of exploiting particular techniques for improving the skin detection outcome.

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Vorheriges Kapitel Color Categorization Models for Color Image Segmentation

Nächstes Kapitel Contribution of Skin Color Cue in Face Detection Applications

Abdullah-Al-Wadud M, Chae O (2007) Region-of-interest selection for skin detection based applications. In: International conference on convergence information technology, pp 1999–2004

Abdullah-Al-Wadud M, Chae O (2008) Skin segmentation using color distance map and water-flow property. In: Proceedings of the information assurance and security (ISIAS ’08), pp 83–88

Abin AA, Fotouhi M, Kasaei S (2009) A new dynamic cellular learning automata-based skin detector. Multimedia Syst 15(5):309–323CrossRef

Al-Mohair HK, Mohamad-Saleh J, Suandi SA (2012) Human skin color detection: a review on neural network perspective. Int J Innovative Comput Inf Control (IJICIC) 8(12):8115–8131

Albiol A, Torres L, Delp E (2001) Optimum color spaces for skin detection. In: Proceedings of the IEEE international conference on image processing, pp 122–124

Argyros AA, Lourakis MIA (2004) Real-time tracking of multiple skin-colored objects with a possibly moving camera. In: Proceedings of the ECCV, LNCS, vol 3023. Springer, pp 368–379

Baltzakis H, Pateraki M, Trahanias P (2012) Visual tracking of hands, faces and facial features of multiple persons. Mach Vis Appl 23:1141–1157CrossRef

Berbar MA (2011) Novel colors correction approaches for natural scenes and skin detection techniques. Int J Video Image Process Netw Secur 11(2):1–10

Bhoyar KK, Kakde OG (2010) Skin color detection model using neural networks and its performance evaluation. J Comput Sci 6(9):963–968CrossRef

10.

Bilal S, Akmeliawati R, Salami MJE Shafie AA (2012) Dynamic approach for real-time skin detection. J Real-Time Image Process

11.

Brand J, Mason J (2000) A comparative assessment of three approaches to pixel-level human skin-detection. In: Proceedings of the 15th international conference on pattern recognition vol 1, pp 1056–1059

12.

Caetano TS, Olabarriaga SD, Barone DAC (2003) Do mixture models in chromaticity space improve skin detection? Pattern Recogn 36:3019–3021MATHCrossRef

13.

Cheddad A, Condell J, Curran K, Mc Kevitt P (2009) A skin tone detection algorithm for an adaptive approach to steganography. Signal Process 89(12):2465–2478MATHCrossRef

14.

Chen MJ, Chi MC, Hsu CT, Chen JW (2003) ROI video coding based on H.263+ with robust skin-color detection technique. In: IEEE international conference on consumer electronics, pp 44–45

15.

Chen YH, Hu KT, Ruan SJ (2012) Statistical skin color detection method without color transformation for real-time surveillance systems. Eng Appl Artif Intell 25(7):1331–1337CrossRef

16.

Chenaoua K, Bouridane A (2006) Skin detection using a Markov random field and a new color space. In: Proceedings of the IEEE international conference on image processing, pp 2673–2676

17.

Choi B, Chung B, Ryou J (2009) Adult image detection using Bayesian decision rule weighted by SVM probability. In: Proceedings of the 4th international conference on computer sciences and convergence information technology (ICCIT ’09), pp 659–662

18.

Clausi D, Jernigan M (1998) A fast method to determine co-occurrence texture features. IEEE Trans Geosci Remote Sensing 36(1):298–300CrossRef

19.

Conci A, Nunes E, Pantrigo JJ, Sánchez Á (2008) Comparing color and texture-based algorithms for human skin detection. In: Proceedings of the ICEIS, pp 166–173

20.

Cortes C, Vapnik V (1995) Support-vector networks. Mach Learn 20(3):273–297MATH

21.

Dadgostar F, Sarrafzadeh A (2006) An adaptive real-time skin detector based on hue thresholding: a comparison on two motion tracking methods. Pattern Recogn Lett 27(12):1342–1352CrossRef

22.

Dawod A, Abdullah J, Alam M (2010) Adaptive skin color model for hand segmentation. In: Proceedings of the international conference on computer applications and industrial electronics (ICCAIE), pp 486–489

23.

Duan L, Lin Z, Miao J, Qiao Y (2009) A method of human skin region detection based on PCNN. In: Proceedings of the international symposium on neural networks: advances in neural networks, ISNN, Part III, LNCS, vol 5553. Springer, Berlin, pp 486–493

24.

Finlayson G, Hordley S, HubeL P (2001) Color by correlation: a simple, unifying framework for color constancy. IEEE Trans Pattern Anal Mach Intell 23(11):1209–1221CrossRef

25.

Finlayson GD, Schiele B, Crowley JL (1998) Comprehensive colour image normalization. In: Proceedings of the european conference on computer vison (ECCV), vol 1, Freiburg, Germany, pp 475–490

26.

Forsyth DA, Fleck MM (1999) Automatic detection of human nudes. Int J Comput Vis 32:63–77CrossRef

27.

Fotouhi M, Rohban M, Kasaei S (2009) Skin detection using contourlet-based texture analysis. In: Proceedings of the 4th international conference on digital telecomm (ICDT’09), pp 59–64

28.

Fritsch J, Lang S, Kleinehagenbrock M, Fink G, Sagerer G (2002) Improving adaptive skin color segmentation by incorporating results from face detection. In: Proceedings of the IEEE international workshop on robot and human interactive, communication, pp 337–343

29.

Gasparini F, Corchs S, Schettini R (2005) Pixel based skin colour classification exploiting explicit skin cluster definition methods. In: Proceedings of the 10th congress of the international colour association, vol 1, pp 543–546

30.

Gatta C, Rizzi A, Marini D (2000) Ace: an automatic color equalization algorithm. In: Proceedings of the first european conference on color in graphics image and vision (CGIV02)

31.

Gomez G, Morales EF (2002) Automatic feature construction and a simple rule induction algorithm for skin detection. In: Proceedings of the ICML workshop on machine learning in computer vision, pp 31–38

32.

Greenspan H, Goldberger J, Eshet I (2001) Mixture model for face-color modeling and segmentation. Pattern Recogn Lett 22:1525–1536MATHCrossRef

33.

Han J, Awad G, Sutherland A, Wu H (2006) Automatic skin segmentation for gesture recognition combining region and support vector machine active learning. In: Proceedings of the IEEE international conference on automatic face and gesture recognition. IEEE Computer Society, Washington DC, USA, pp 237–242

34.

Hanbury A (2003) A 3D-polar coordinate colour representation well adapted to image analysis. In: Proceedings of the Scandinavian conf on image analysis (SCIA). Springer, Berlin, pp 804–811

35.

Hossain MF, Shamsi M, Alsharif MR, Zoroofi RA, Yamashit K (2012) Automatic facial skin detection using Gaussian mixture model under varying illumination. Int J Innovative Comput Inf Control 8(2):1135–1144

36.

Hsu RL, Abdel-Mottaleb M, Jain A (2002) Face detection in color images. IEEE Trans Pattern Anal Mach Intell 24(5):696–706CrossRef

37.

Jagadesh BN, Rao K, Satyanarayana C, RajKumar GVS (2012) Skin colour segmentation using finite bivariate pearsonian type-IIb mixture model and k-means. Signal Image Process Int J 3(4):37–49CrossRef

38.

Jiang Z, Yao M, Jiang W (2007) Skin detection using color, texture and space information. Proc Int Conf Fuzzy Syst Knowl Discov 3:366–370CrossRef

39.

Jones M, Rehg J (1999) Statistical color models with application to skin detection. In: Proceedings of the IEEE conference on computer vision and pattern recognition (CVPR), vol 1, pp 637–663

40.

Jones M, Rehg J (2002) Statistical color models with application to skin detection. Int J Comput Vis 46:81–96MATHCrossRef

41.

Kakumanu P, Makrogiannis S, Bourbakis NG (2007) A survey of skin-color modeling and detection methods. Pattern Recogn 40(3):1106–1122MATHCrossRef

42.

Kakumanu P, Makrogiannis S, Bryll R, Panchanathan S, Bourbakis N (2004) Image chromatic adaptation using ANNs for skin color adaptation. In: Proceedings of the IEEE international conference on tools with artificial intelligence (ICTAI), pp 478–485

43.

Kawulok M (2008) Dynamic skin detection in color images for sign language recognition. In: Proceedings of the ICISP, LNCS, vol 5099. Springer, pp 112–119

44.

Kawulok M (2010) Energy-based blob analysis for improving precision of skin segmentation. Multimedia Tools Appl 49(3):463–481CrossRef

45.

Kawulok M (2012) Texture analysis for skin probability maps refinement. In: Proceedings of the MCPR, LNCS, vol 7329. Springer, pp 75–84

46.

Kawulok M (2013) Fast propagation-based skin regions segmentation in color images. In: Proceedings of the IEEE international conference on automatic face and gesture recognition, FG, pp 1–7

47.

Kawulok M, Kawulok J, Smolka B (2012) Discriminative textural features for image and video colorization. IEICE Trans Inf Syst 95–D(7):1722–1730CrossRef

48.

Kawulok M, Nalepa J (2012) Support vector machines training data selection using a genetic algorithm. In: Statistical techniques in pattern recognition, S+SSPR 2012, LNCS, vol 7626. Springer, pp 557–565

49.

Kawulok M, Szymanek J (2012) Precise multi-level face detector for advanced analysis of facial images. IET Image Process 6(2):95–103MathSciNetCrossRef

50.

Khan R, Hanbury A, Sablatnig R, Stottinger J, Khan F, Khan F (2012) Systematic skin segmentation: merging spatial and non-spatial data. In: Multimedia tools and applications, pp 1–25

51.

Khan R, Hanbury A, Stöttinger J (2010) Skin detection: a random forest approach. In: Proceedings of the 17th IEEE international image processing (ICIP) conference, pp 4613–4616

52.

Khan R, Hanbury A, Stöttinger J, Bais A (2012) Color based skin classification. Pattern Recogn Lett 33(2):157–163CrossRef

53.

Kovac J, Peer P, Solina F (2002) Eliminating the influence of non-standard illumination from images. Technical report

54.

Kovac J, Peer P, Solina F (2003) Human skin color clustering for face detection. In: EUROCON 2003 computer as a tool, vol 2, pp 144–148

55.

Krahenbuhl P, Koltun V (2011) Efficient inference in fully connected CRFs with Gaussian edge potentials. In: Proceedings of the neural information processing systems (NIPS)

56.

Kruppa H, Bauer MA, Schiele B (2002) Skin patch detection in real-world images. In: Proceedings of the DAGM symposium on pattern recognition, LNCS, vol 2449. Springer, pp 109–117

57.

Kukharev G, Nowosielski A (2004) Fast and efficient algorithm for face detection in colour images. Mach Graph Vis 13:377–399

58.

Lam HK, Au O, Wong CW (2004) Automatic white balancing using standard deviation of RGB components. In: Proceedings of the international symposium on circuits and systems (ISCAS) vol 3, pp 921–924

59.

Lee JS, Kuo YM, Chung PC, Chen EL (2007) Naked image detection based on adaptive and extensible skin color model. Pattern Recogn 40:2261–2270MATHCrossRef

60.

Lichtenauer J, Reinders MJT, Hendriks EA (2007) A self-calibrating chrominance model applied to skin color detection. In: Proceedings of the VISAPP, vol 1, pp 115–120

61.

Musicant DR, Feinberg A (2004) Active set support vector regression. IEEE Trans Neural Netw 15(2):268–275CrossRef

62.

Ng P, Pun CM (2011) Skin color segmentation by texture feature extraction and k-mean clustering. In: Proceedings of the 2011 3rd international conference on computational intelligence, communication systems and networks (CICSyN), pp 213–218

63.

Nikolaidis A, Pitas I (2000) Robust watermarking of facial images based on salient geometric pattern matching. IEEE Trans Multimedia 2(3):172–184CrossRef

64.

Phung S, Bouzerdoum A, Chai D (2005) Skin segmentation using color pixel classification: analysis and comparison. IEEE Trans Pattern Anal Mach Intell 27(1):148–154CrossRef

65.

Phung SL, Bouzerdoum A, Chai D (2002) A novel skin color model in YCbCr color space and its application to human face detection. In: Proceedings of the international conference on image processing, vol 1, pp I-289–I-292

66.

Phung SL, Chai D, Bouzerdoum A (2003) Adaptive skin segmentation in color images. In: Proceedings of the IEEE international conference on acoustics, speech and signal proceedings, pp 353–356

67.

Rao K, Jagadesh BN, Satyanarayana C (2012) Skin colour segmentation using finite bivariate pearsonian type-IVa mixture model. Comput Eng Intell Syst 3(5):45–56

68.

Ratnasingam S, McGinnity T (2012) Chromaticity space for illuminant invariant recognition. IEEE Trans Image Process 21(8):3612–3623MathSciNetCrossRef

69.

Schmugge SJ, Jayaram S, Shin MC, Tsap LV (2007) Objective evaluation of approaches of skin detection using roc analysis. Comput Vis Image Underst 108(1–2):41–51CrossRef

70.

Schohn G, Cohn D (2000) Less is more: active learning with support vector machines. In: Proceedings of the 17th international conference on machine learning, pp 839–846. Morgan Kaufmann Publishers Inc, USA

71.

Seow MJ, Valaparla D, Asari V (2003) Neural network based skin color model for face detection. In: Proceedings of the applied imagery pattern recognition workshop, pp 141–145

72.

Shin M, Chang K, Tsap L (2002) Does colorspace transformation make any difference on skin detection? In: Proceedings of the IEEE workshop on applications of computer vision (WACV), pp 275–279

73.

Sigal L, Sclaroff S, Athitsos V (2003) Skin color-based video segmentation under time-varying illumination. IEEE Trans Pattern Anal Machine Intell 26:862–877CrossRef

74.

Sobottka K, Pitas I (1996) Face localization and facial feature extraction based on shape and color information. In: Proceedings of the IEEE international conference on image processing (ICIP), vol 3, pp 483–486

75.

del Solar JR, Verschae R (2004) Skin detection using neighborhood information. In: Proceedings of the IEEE international conference on automatic face and gesture recognition, pp 463–468

76.

Solina F, Peer P, Batagelj B, Juvan S (2002) 15 seconds of fame: an interactive, computer-vision based art installation. In: Proceedings of the international conference on control, automation, robotics and vision (ICARCV), vol 1, pp 198–204

77.

Soriano M, Martinkauppi B, Huovinen S, Laaksonen M (2000) Skin detection in video under changing illumination conditions. In: Proceedings of the international conference on pattern recognition (ICPR), vol 1, pp 839–842

78.

Stern H, Efros B (2002) Adaptive color space switching for face tracking in multi-colored lighting environments. In: Proceedings of the IEEE international conference on automatic face and gesture recognition (FG 2002). IEEE Computer Society, Washington DC, USA, pp 249–254

79.

Stoerring M, Andersen HJ, Granum E, Granum E (1999) Skin colour detection under changing lighting conditions. In: Proceedings of the 7th symposium on intelligent robotics systems, pp 187–195

80.

Sun HM (2010) Skin detection for single images using dynamic skin color modeling. Pattern Recogn 43(4):1413–1420CrossRef

81.

Tan WR, Chan CS, Yogarajah P, Condell J (2012) A fusion approach for efficient human skin detection. IEEE Trans Ind Inf 8(1):138–147CrossRef

82.

Taqa A, Jalab H (2010) Increasing the reliability of skin detectors. Sci Res Essays 5(17):2480–2490

83.

Terrillon J-C, David M, Akamatsu S (1998) Automatic detection of human faces in natural scene images by use of a skin color model and of invariant moments. In: Proceedings of the 3rd international conference on automatic face and gesture recognition, pp 112–117, Nara, Japan

84.

Tomaz F, Candeias T, Shahbazkia H (2003) Improved automatic skin detection in color images. In: Proceedings of the 7th digital computing: techniques and applications, pp 419–427

85.

Tsekeridou S, Pitas I (1998) Facial feature extraction in frontal views using biometric analogies. In: Proceedings of the EUSIPCO ’98, pp 315–318

86.

Tu Y, Yi F, Chen G, Jiang S, Huang Z (2010) Skin color detection by illumination estimation and normalization in shadow regions. In: Proceedings of the IEEE international conference on information and automation (ICIA), pp 1082–1085

87.

Vezhnevets V, Sazonov V, Andreeva A (2003) A survey on pixel-based skin color detection techniques. In: IN Proceedings of the GRAPHICON-2003, pp 85–92

88.

Viola P, Jones M (2004) Robust real-time face detection. Int J Comput Vis 57(2):137–154CrossRef

89.

Wang X, Zhang X, Yao J (2011) Skin color detection under complex background. In: Proceedings of the international conference on mechatronic science, electric engineering and computer, pp 1985–1988

90.

Yang G, Li H, Zhang L, Cao Y (2010) Research on a skin color detection algorithm based on self-adaptive skin color model. In: Proceedings of the international conference on communications and intelligence information security (ICCIIS), pp 266–270

91.

Yang J, Fu Z, Tan T, Hu W (2004) Skin color detection using multiple cues. In: Proceedings of the international conference on image processing (ICPR), vol 1, pp 632–635

92.

Yang MH, Ahuja N (1999) Gaussian mixture model for human skin color and its applications in image and video databases. In: ProcSPIE 99, CA, San Jose, pp 458–466

93.

Yang U, Kang M, Toh KA, Sohn K (2010) An illumination invariant skin-color model for face detection. In: Proceedings of the IEEE international conference on biometrics: theory applications and systems (BTAS), pp 1–6

94.

Yogarajah P, Condell J, Curran K, Cheddad A, McKevitt P (2010) A dynamic threshold approach for skin segmentation in color images. In: Proceedings of the IEEE international conference on image processing (ICIP), pp 2225–2228

95.

Yogarajah P, Condell J, Curran K, McKevitt P, Cheddad A (2012) A dynamic threshold approach for skin segmentation in color images. Int J Biometrics 4(1):38–55CrossRef

96.

Yong-jia Z, Shu-ling D, Xiao X (2008) A Mumford-Shah level-set approach for skin segmentation using a new color space. In: Proceedings of the international conference on system simulation and scientific computing (ICSC), pp 307–310

97.

Zafarifar B, Martiniere A, de With P (2010) Improved skin segmentation for TV image enhancement, using color and texture features. In: Proceedings of the international conference on consumer electronics (ICCE), pp 373–374

98.

Zarit BD, Super BJ, Quek FKH (1999) Comparison of five color models in skin pixel classification. In: Proceedings of the international workshop on recognition, analysis, and tracking of faces and gestures in, real-time systems, pp 58–63

99.

Zhang MJ, Gao W (2005) An adaptive skin color detection algorithm with confusing backgrounds elimination. In: Proceedings of the international conference on image processing (ICIP), vol 2, pp 390–393

100.

Zhu Q, Cheng KT, Wu CT, Wu YL (2004) Adaptive learning of an accurate skin-color model. In: Proceedings of the IEEE international conference on automatic face and gesture recognition (FG 2004). IEEE Computer Society, Washington DC, USA, pp 37–42

101.

Zhu Q, Wu CT, Cheng KT, Wu YL (2004) An adaptive skin model and its application to objectionable image filtering. In: Proceedings of the ACM international conference on multimedia (MULTIMEDIA ’04). ACM, New York, USA, pp 56–63

Titel: Skin Detection and Segmentation in Color Images
verfasst von: Michal Kawulok
Jakub Nalepa
Jolanta Kawulok
Verlag: Springer Netherlands
Buch: Advances in Low-Level Color Image Processing
Print ISBN: 978-94-007-7583-1

Electronic ISBN: 978-94-007-7584-8

Copyright-Jahr: 2014
DOI: https://doi.org/10.1007/978-94-007-7584-8_11

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