HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODEL
This paper presents a skin color model for face detection based on YCbCr Gauss model and KL transform. The simple gauss model and the region model of the skin color are designed in both KL color space and YCbCr space according to clustering. Skin regions are segmented using optimal threshold value o...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
ICT Academy of Tamil Nadu
2013-05-01
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| Series: | ICTACT Journal on Image and Video Processing |
| Subjects: | |
| Online Access: | http://ictactjournals.in/paper/Paper7_630_632.pdf |
| _version_ | 1831677360010690560 |
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| author | Epuru Nithish Kumar Gaddam Manoj Kumar Gunda Venkatesh Tanguturi Sai Jaswanth R. Menaka |
| author_facet | Epuru Nithish Kumar Gaddam Manoj Kumar Gunda Venkatesh Tanguturi Sai Jaswanth R. Menaka |
| author_sort | Epuru Nithish Kumar |
| collection | DOAJ |
| description | This paper presents a skin color model for face detection based on YCbCr Gauss model and KL transform. The simple gauss model and the region model of the skin color are designed in both KL color space and YCbCr space according to clustering. Skin regions are segmented using optimal threshold value obtained from adaptive algorithm. The segmentation results are then used to eliminate likely skin region in the gauss-likelihood image. Different morphological processes are then used to eliminate noise from binary image. In order to locate the face, the obtained regions are grouped out with simple detection algorithms. The proposed algorithm works well for complex background and many faces. |
| first_indexed | 2024-12-20T04:41:10Z |
| format | Article |
| id | doaj.art-eb52b05fc98d4eaebb72bf0e0319baf5 |
| institution | Directory Open Access Journal |
| issn | 0976-9099 0976-9102 |
| language | English |
| last_indexed | 2024-12-20T04:41:10Z |
| publishDate | 2013-05-01 |
| publisher | ICT Academy of Tamil Nadu |
| record_format | Article |
| series | ICTACT Journal on Image and Video Processing |
| spelling | doaj.art-eb52b05fc98d4eaebb72bf0e0319baf52022-12-21T19:53:08ZengICT Academy of Tamil NaduICTACT Journal on Image and Video Processing0976-90990976-91022013-05-0134630632HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODELEpuru Nithish Kumar0Gaddam Manoj Kumar1Gunda Venkatesh2Tanguturi Sai Jaswanth3R. Menaka4Department of Electronics and Communication Engineering, VIT University, IndiaDepartment of Electronics and Communication Engineering, VIT University, IndiaDepartment of Electronics and Communication Engineering, VIT University, IndiaDepartment of Electronics and Communication Engineering, VIT University, IndiaDepartment of Electronics and Communication Engineering, VIT University, IndiaThis paper presents a skin color model for face detection based on YCbCr Gauss model and KL transform. The simple gauss model and the region model of the skin color are designed in both KL color space and YCbCr space according to clustering. Skin regions are segmented using optimal threshold value obtained from adaptive algorithm. The segmentation results are then used to eliminate likely skin region in the gauss-likelihood image. Different morphological processes are then used to eliminate noise from binary image. In order to locate the face, the obtained regions are grouped out with simple detection algorithms. The proposed algorithm works well for complex background and many faces.http://ictactjournals.in/paper/Paper7_630_632.pdfKL TransformGauss ModelStatistical ModelMorphological Processing |
| spellingShingle | Epuru Nithish Kumar Gaddam Manoj Kumar Gunda Venkatesh Tanguturi Sai Jaswanth R. Menaka HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODEL ICTACT Journal on Image and Video Processing KL Transform Gauss Model Statistical Model Morphological Processing |
| title | HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODEL |
| title_full | HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODEL |
| title_fullStr | HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODEL |
| title_full_unstemmed | HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODEL |
| title_short | HIGH ACCURATE LOW COMPLEX FACE DETECTION BASED ON KL TRANSFORM AND YCBCR GAUSSIAN MODEL |
| title_sort | high accurate low complex face detection based on kl transform and ycbcr gaussian model |
| topic | KL Transform Gauss Model Statistical Model Morphological Processing |
| url | http://ictactjournals.in/paper/Paper7_630_632.pdf |
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