DocumentCode
398747
Title
Self-induced color correction for skin tracking under varying illumination
Author
Nayak, Arvind ; Chaudhuri, Subhasis
Author_Institution
Dept. of Electr. Eng., Indian Inst. of Technol., Mumbai, India
Volume
3
fYear
2003
fDate
14-17 Sept. 2003
Abstract
An important challenge of any skin color based tracking system is to accommodate varying illumination conditions. We present a method for automatic transformation of the color planes to match the skin color model learnt for a fixed illumination. The first couple of initial frames are used to automatically extract the palm region which in turn serves as an observed skin color palette which needs to be color-transformed to match a similar palette under a known illumination. A neural network implementing back-propagation learning rule then performs the color correction for the entire sequence. We use a condensation algorithm for tracking after the color correction for improved performance.
Keywords
backpropagation; image colour analysis; image sequences; neural nets; skin; tracking; automatic transformation; back-propagation learning rule; color constancy; color correction; condensation algorithm; neural network; palm region; skin color based tracking system; skin color palette; skin tracking; varying illumination conditions; Color; Image sequences; Lighting; Neural networks; Optical propagation; Robustness; Shape; Skin; Tires; Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7750-8
Type
conf
DOI
10.1109/ICIP.2003.1247418
Filename
1247418
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