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