Title :
Illumination-invariant representation for natural color images and its application
Author :
Ibrahim, Abdelhameed ; Horiuchi, Takahiko ; Tominaga, Shoji
Author_Institution :
Grad. Sch. of Adv. Integration Sci., Chiba Univ., Chiba, Japan
Abstract :
Illumination factors such as shading, shadow, and specular highlight, observed from object surfaces in a natural scene, affect seriously the appearance and analysis of the color images. This paper proposes an illumination-invariant representation that is derived from the standard dichromatic reflection model for inhomogeneous dielectric and the extended dichromatic reflection model for homogeneous metal. Illumination color is estimated from specular reflection component on inhomogeneous surfaces without using a reference white standard. The overall performance of the proposed representation is examined in experiments using real-world objects including metals and dielectrics in detail. The feasibility of effective edge detection is introduced and compared with the state-of-the-art illumination-invariant methods.
Keywords :
edge detection; image colour analysis; image representation; natural scenes; color image analysis; color image appearance; dielectrics; edge detection; extended dichromatic reflection model; homogeneous metal; illumination color; illumination factor; illumination-invariant representation; image representation; inhomogeneous dielectric reflection model; inhomogeneous surface; natural color image; natural scene; object surface; reference white standard; shading; shadow; specular highlight; specular reflection component; standard dichromatic reflection model; Color; Dielectrics; Image color analysis; Image edge detection; Lighting; Metals; Reflection; Color image processing; dichromatic reflection models; image edge detection; image representation; invariant feature;
Conference_Titel :
Image Analysis and Interpretation (SSIAI), 2012 IEEE Southwest Symposium on
Conference_Location :
Santa Fe, NM
Print_ISBN :
978-1-4673-1831-0
Electronic_ISBN :
978-1-4673-1829-7
DOI :
10.1109/SSIAI.2012.6202477