Skin detection in video under changing illumination conditions
- 11 November 2002
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- Vol. 1 (10514651) , 839-842
- https://doi.org/10.1109/icpr.2000.905542
Abstract
Techniques for colour-based tracking of faces or hands often assume a static skin colour model. However, skin color perceived by a camera can change when lighting changes. In common real environments multiple light sources impinge on the skin. Therefore, for robust skin pixel detection, a dynamic skin colour model that can cope with the changes must be employed. We show that skin detection in video can be enhanced by exploiting the knowledge of the range of possible skin colours for the camera used. In normalized colour coordinates this range has a distinct shape we call the skin locus. We developed an adaptive histogram backprojection technique where the skin colour model is updated by pixels in the search region which fall in the skin locus. We demonstrate increased detection capability with webcam videos of faces taken successively under daylight, incandescent lamp, fluorescent light and a combination of these light sources.Keywords
This publication has 10 references indexed in Scilit:
- Face locating and tracking for human-computer interactionPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Physics-based face database for color researchJournal of Electronic Imaging, 2000
- A fast algorithm for tracking human faces based on chromatic histogramsPattern Recognition Letters, 1999
- Tracking colour objects using adaptive mixture modelsImage and Vision Computing, 1999
- Adaptive color image processing and recognition for varying backgrounds and illumination conditionsIEEE Transactions on Industrial Electronics, 1998
- A multiscale retinex for bridging the gap between color images and the human observation of scenesIEEE Transactions on Image Processing, 1997
- Illumination Invariant Colour RecognitionPublished by British Machine Vision Association and Society for Pattern Recognition ,1994
- Color indexingInternational Journal of Computer Vision, 1991
- A novel algorithm for color constancyInternational Journal of Computer Vision, 1990
- Recent advances in retinex theoryVision Research, 1986