Araştırma Makalesi

Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces

Cilt: 3 Sayı: 1 4 Mart 2019
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Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces

Öz

Nowadays, digital image processing is useful tool in daily life for security, surveillance and artificial intelligence applications. Mainly in nudity alerts and face detection, skin segmentation is widely preferred method due to its simple background. The main problem in skin segmentation is skin color variation that result of different percentage of pigments, number and size of melanin particles in human-being. In literature, there are rule-based and hybrid models for skin segmentation, however rule-based algorithm are not enough to overcome skin variety. As hybrid mode Complex valued neural network (CVNN) and color space transformation is applied to Skin Segmentation Database from UCI Learning Repository that is collection of different age and race group human’s skin samples in RGB format. 

Anahtar Kelimeler

Kaynakça

  1. [1] Mahmoodi, Mohammad Reza. "High Performance Novel Skin Segmentation Algorithm for Images With Complex Background." arXiv preprint arXiv:1701.05588 (2017).
  2. [2] J R.-L. Hsu, M. Abdel-Mottaleb, and A.K. Jain, “Face detection in colorimages”, IEEE Trans. PAMI, vol. 24, no. 5, pp. 696-706, 2002..
  3. [3] R. Schumeyer and K. Barner, “A color-based classifier for region identification in video”, in Proc. of Visual Communications and Image Processing, vol. 3309, 1998, pp. 189-200..
  4. [4] Bhatt, Rajen B., et al. "Efficient skin region segmentation using low complexity fuzzy decision tree model." India Conference (INDICON), 2009 Annual IEEE. IEEE, 2009.
  5. [5] A. Gupta, V. K. Sehrawat, and M. Khosla. "FPGA based Real Time Human Hand Gesture Recognition System,." Procedia Technology 6(2012): 98-107.
  6. [6] Phung, Son Lam, Abdesselam Bouzerdoum, and Douglas Chai. "Skin segmentation using color pixel classification: analysis and comparison." IEEE transactions on pattern analysis and machine intelligence 27.1 (2005): 148-154.
  7. [7] Costin, Gertrude-E., and Vincent J. Hearing. "Human skin pigmentation: melanocytes modulate skin color in response to stress." The FASEB journal 21.4 (2007): 976-994.
  8. [8] Casati, Joao Paulo Brognoni, Diego Rafael Moraes, and Evandro Luis Linhari Rodrigues. "SFA: A human skin image database based on FERET and AR facial images." IX workshop de Visao Computational, Rio de Janeiro. 2013.

Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

Araştırma Makalesi

Yazarlar

Ayşenur Uzun Bu kişi benim

Ersen Yılmaz Bu kişi benim

Yayımlanma Tarihi

4 Mart 2019

Gönderilme Tarihi

16 Ocak 2019

Kabul Tarihi

4 Mart 2019

Yayımlandığı Sayı

Yıl 2019 Cilt: 3 Sayı: 1

Kaynak Göster

APA
Capa Kiziltas, E., Uzun, A., & Yılmaz, E. (2019). Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces. International Journal of Multidisciplinary Studies and Innovative Technologies, 3(1), 1-4. https://izlik.org/JA77GM59UB
AMA
1.Capa Kiziltas E, Uzun A, Yılmaz E. Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces. IJMSIT. 2019;3(1):1-4. https://izlik.org/JA77GM59UB
Chicago
Capa Kiziltas, Eda, Ayşenur Uzun, ve Ersen Yılmaz. 2019. “Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces”. International Journal of Multidisciplinary Studies and Innovative Technologies 3 (1): 1-4. https://izlik.org/JA77GM59UB.
EndNote
Capa Kiziltas E, Uzun A, Yılmaz E (01 Mart 2019) Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces. International Journal of Multidisciplinary Studies and Innovative Technologies 3 1 1–4.
IEEE
[1]E. Capa Kiziltas, A. Uzun, ve E. Yılmaz, “Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces”, IJMSIT, c. 3, sy 1, ss. 1–4, Mar. 2019, [çevrimiçi]. Erişim adresi: https://izlik.org/JA77GM59UB
ISNAD
Capa Kiziltas, Eda - Uzun, Ayşenur - Yılmaz, Ersen. “Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces”. International Journal of Multidisciplinary Studies and Innovative Technologies 3/1 (01 Mart 2019): 1-4. https://izlik.org/JA77GM59UB.
JAMA
1.Capa Kiziltas E, Uzun A, Yılmaz E. Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces. IJMSIT. 2019;3:1–4.
MLA
Capa Kiziltas, Eda, vd. “Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces”. International Journal of Multidisciplinary Studies and Innovative Technologies, c. 3, sy 1, Mart 2019, ss. 1-4, https://izlik.org/JA77GM59UB.
Vancouver
1.Eda Capa Kiziltas, Ayşenur Uzun, Ersen Yılmaz. Skin Segmentation by Using Complex Valued Neural Network with HSV Color Spaces. IJMSIT [Internet]. 01 Mart 2019;3(1):1-4. Erişim adresi: https://izlik.org/JA77GM59UB