DocumentCode :
433140
Title :
A fast method to improve the stability of interest point detection under illumination changes
Author :
Faille, Flore
Author_Institution :
Inst. for Real-Time Comput. Syst., Technische Univ. Munchen, Germany
Volume :
4
fYear :
2004
fDate :
24-27 Oct. 2004
Firstpage :
2673
Abstract :
This paper presents a method to improve the stability of interest point detection under illumination changes. The response of state-of-the-art detectors depends on image contrast, which leads to unstable detection, especially when the position or orientation of the light source changes. Based on a simple image formation model and on ideas of homomorphic filtering, the Harris corner detector-one of the most widely used detectors-is modified to reduce the illumination influence. The computation effort needed for detection is only minimally increased. The algorithm performances are evaluated on real images using repeatability and false positive rates. The detection stability is enhanced, above all under complex lighting changes.
Keywords :
edge detection; filtering theory; image texture; realistic images; Harris corner detector; detection stability; false positive rate; homomorphic filtering; illumination influence; image formation model; point detection; real image; state-of-the-art detector; Application software; Computer vision; Detectors; Filtering; Layout; Light sources; Lighting; Performance evaluation; Real time systems; Stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-8554-3
Type :
conf
DOI :
10.1109/ICIP.2004.1421654
Filename :
1421654
Link To Document :
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