TY - GEN
T1 - A robust texture descriptor using multifractal analysis with Gabor filter
AU - Xu, Pengfei
AU - Yao, Hongxun
AU - Ji, Rongrong
AU - Sun, Xiaoshuai
AU - Liu, Xianming
PY - 2010
Y1 - 2010
N2 - Texture classification analysis and classification play an important role in the domain of content-based image retrieval, image segmentation, scene recognition and image/video analysis. This paper proposes a novel robust texture descriptor on variance in rotation, scale and illumination, which combines the dominant orientation analysis and multifractal analysis base on Gabor filter. The dominant orientations are extracted in corresponding Gaussian scales to handle the rotation variance, and then the scale and illumination invariant multifractal spectrum (MFS) is produced based on the multi-scale Gabor filters at the corresponding dominant orientation. The proposed approach is evaluated on Brodatz and Outex databases. The experiment results show that our method outperforms existing techniques under different condition variances.
AB - Texture classification analysis and classification play an important role in the domain of content-based image retrieval, image segmentation, scene recognition and image/video analysis. This paper proposes a novel robust texture descriptor on variance in rotation, scale and illumination, which combines the dominant orientation analysis and multifractal analysis base on Gabor filter. The dominant orientations are extracted in corresponding Gaussian scales to handle the rotation variance, and then the scale and illumination invariant multifractal spectrum (MFS) is produced based on the multi-scale Gabor filters at the corresponding dominant orientation. The proposed approach is evaluated on Brodatz and Outex databases. The experiment results show that our method outperforms existing techniques under different condition variances.
KW - Dominant orientation analysis
KW - Gabor filter
KW - Multifractal analysis
KW - Robust texture descriptor
KW - Texture classification
UR - https://www.scopus.com/pages/publications/79952517283
U2 - 10.1145/1937728.1937763
DO - 10.1145/1937728.1937763
M3 - 会议稿件
AN - SCOPUS:79952517283
SN - 9781450304603
T3 - Proceedings of the 2nd International Conference on Internet Multimedia Computing and Service, ICIMCS'10
SP - 147
EP - 150
BT - Proceedings of the 2nd International Conference on Internet Multimedia Computing and Service, ICIMCS'10
T2 - 2nd International Conference on Internet Multimedia Computing and Service, ICIMCS 2010
Y2 - 30 December 2010 through 31 December 2010
ER -