Title :
COLOR CHILD: A robust and computationally efficient Color Image Local Descriptor
Author :
Anamandra, Sai Hareesh ; Chandrasekaran, Visweshwar
Author_Institution :
Dept. of Math. & Comput. Sci., Sri Sathya Sai Inst. of Higher Learning, Puttaparthi, India
Abstract :
Designing a robust image local descriptor for the purpose of pattern recognition and classification has been an active area of research to date. In this paper a robust and computationally efficient Color moments augmented Cumulative Histogram-based Image Local Descriptor called COLOR CHILD has been proposed. The above descriptor has outperformed all the image local descriptors of parametric and non-parametric types quoted as recently as April 2013 in the literature for texture classification. We have demonstrated the efficacy of the proposed descriptor on a variety of benchmark texture databases such as KTH-TIPS2-a, KTH-TIPS2-b, and CuReT under both noiseless and noisy conditions.
Keywords :
image classification; image colour analysis; image enhancement; image texture; color child; color moments augmented cumulative histogram-based image local descriptor; pattern classification; pattern recognition; robust color image local descriptor; texture classification; texture databases; Colored noise; Databases; Feature extraction; Histograms; Image color analysis; Image segmentation; Robustness;
Conference_Titel :
Applications of Computer Vision (WACV), 2014 IEEE Winter Conference on
Conference_Location :
Steamboat Springs, CO
DOI :
10.1109/WACV.2014.6836096