## Abstract We present an object recognition approach using higher‐order color invariant features with an entropy‐based similarity measure. Entropic graphs offer an unparameterized alternative to common entropy estimation techniques, such as a histogram or assuming a probability distribution. An en
Using eigencolor normalization for illumination-invariant color object recognition
✍ Scribed by Zhenyong Lin; Junxian Wang; Kai-Kuang Ma
- Publisher
- Elsevier Science
- Year
- 2002
- Tongue
- English
- Weight
- 573 KB
- Volume
- 35
- Category
- Article
- ISSN
- 0031-3203
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✦ Synopsis
Color is one of salient features for color object recognition, however, the colors of object images sensitively depend on scene illumination. To overcome the lighting dependency problem, a color constancy or color normalization method has to be used. This paper presents a color image normalization method, called eigencolor normalization, which consists of two phases as follows. First, the compacting method, which was originally used for compensating the adverse e ect due to shape distortion for 2-D planar objects, is exploited for 3-D color space to make the color distribution less correlated and more compact. Second, the compact color image is further normalized by rotating the histogram to align with the reference axis computed. Consequently, the object colors are transformed into a new color space, called eigencolor space, which re ects the inherent colors of the object and is more invariant to illumination changes. Experimental results show that our eigencolor normalization method is superior to other existing color constancy or color normalization schemes on achieving more accurate color object recognition.
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