JOURNAL ARTICLE

<title>Rotation invariant texture classification using multichannel filtering</title>

Ramchandra ManthalkarKumar P. Biswas

Year: 2001 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 4554 Pages: 107-112   Publisher: SPIE

Abstract

Rotational invariant texture classification is required for many real world applications. Rotation invariant texture features are derived from the even symmetric Gabor filtered images of texture. The feature used is ADD from mean. It can be shown that rotation of input image is equivalent to a translation of the channel output along the orientation axis. This property is exploited to convert rational variant features to rotational invariant features. Discrete Fourier Transform of the feature is taken in rogation dimension to make the feature ration invariant. The classification of 45 Brodatz textures rotated in 12 different directions is done using these features. The number of samples used for training and testing phase are 4320. The percentage correct classification is 85.25.

Keywords:
Invariant (physics) Artificial intelligence Pattern recognition (psychology) Fourier transform Texture (cosmology) Rotation (mathematics) Computer vision Feature extraction Mathematics Texture filtering Feature (linguistics) Rotational invariance Computer science Image texture Image processing Algorithm Image (mathematics) Mathematical analysis

Metrics

1
Cited By
0.34
FWCI (Field Weighted Citation Impact)
0
Refs
0.65
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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