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Human Skin Colour Clustering for Face Detection “15 Seconds of Fame” Jure Kovač, Peter Peer, Franc Solina Computer Vision Laboratory Faculty of Computer.

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Presentation on theme: "Human Skin Colour Clustering for Face Detection “15 Seconds of Fame” Jure Kovač, Peter Peer, Franc Solina Computer Vision Laboratory Faculty of Computer."— Presentation transcript:

1 Human Skin Colour Clustering for Face Detection “15 Seconds of Fame” Jure Kovač, Peter Peer, Franc Solina Computer Vision Laboratory Faculty of Computer and Information Science University of Ljubljana, Slovenia

2 “In the future everybody will be famous for 15 minutes.” Andy Warhol Marilyn Monroe (Andy Warhol, 1964) Application Contribution Skin models Tested using our algorithm Purpose

3 An interactive art installation 15 second of fame

4 Hardware Digital camera LCD monitor computer USB

5 Software input photo finding faces transformation color filter pop-art portrait illumination compensation learning 15 second loop

6 Roadmap Face detection algorithm Skin labeling approaches Illumination compensation approaches Pop-art color transformations Summary

7 Face detection method #1 Our original face detection method

8 Face detection method #2 Simplified face detection method

9 Skin labeling approaches #1 Our model in RGB colour space

10 Skin labeling approaches #2 Model #1 in UV colour space Hsu et al (TPAMI’02) C b C r YY

11 Skin labeling approaches #3 Model #2 in UV colour space Hsu et al (TPAMI’02) C b C r

12 Skin labeling approaches #4 – Results #1

13 Skin labeling approaches #4 – Results #2

14 Skin labeling approaches #4 – Results #3

15 Eliminating the influence of non-standard illumination Grey World Modified Grey World White-Patch Retinex Color by Correlation

16 Color transformations + color-balance + random coloring + posterize + hue-saturation + color-balance + posterize + hue-saturation = 17 universal filters Different displaying E-mail ordering of portraits

17 Conclusions Graz (Austria), Zagreb (Croatia) Leonardo (MIT Press) Rent/Buy For our detection scheme the 3D Color space proved better!!! The people accepted application very well

18 The gallery of famous people from the project web page: black.fri.uni-lj.si/15sec

19 The first public showing


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