Title :
Effect of color pre-processing on color-based object detection
Author :
Abdellatif, Mohamed
Author_Institution :
Ain Shams Univ., Cairo
Abstract :
Color-based object detection is receiving much interest recently for the potential applications in the traffic and security fields. While Color information is precious to facilitate and accelerate the object detection process, the spectral sensitivity functions of the color camera sensor have a strong effect on the quality of image colors and their appearance in the Hue -Saturation, H-S histogram of the object surface color. In this work we study the effect of color preprocessing by using a linear spectral sharpening transform, on the quality of image colors and their detection quality. It is shown that color-based object detection is severely impaired due to the spectral overlap of camera filters. We show the performance of a new spectral sharpening method, running on real images. The image color preprocessing resulted in a significant reduction of color correlation and hence clearer image colors. The transformed colors allow for fine definition of color zones in the H-S diagram and consequently enhances the detection process.
Keywords :
image colour analysis; object detection; color camera sensor; color information; color preprocessing; color-based object detection; image color quality; linear spectral sharpening transform; object detection process; object surface color; spectral sensitivity functions; Application software; CMOS image sensors; CMOS technology; Cameras; Color; Filters; Image sensors; Information security; Lighting; Object detection; Color Image Enhancement; Color Object Detection; Color Preprocessing; Spectral Sharpening;
Conference_Titel :
SICE Annual Conference, 2008
Conference_Location :
Tokyo
Print_ISBN :
978-4-907764-30-2
Electronic_ISBN :
978-4-907764-29-6
DOI :
10.1109/SICE.2008.4654827