JOURNAL ARTICLE

Rotation invariant texture features using rotated complex wavelet for content based image retrieval

Abstract

A new rotationally invariant texture feature extraction method is introduced that utilizes the dual tree rotated complex wavelet filters (DT-RCWF) and dual tree complex wavelet transform (DT-CWT) jointly. A new two-dimensional rotated complex wavelet filter is designed with a complex wavelet filter coefficient. Decomposing the image with DT-RCWF and DT-CWT jointly gives shift invariant subbands oriented in twelve different directions. Isotropic rotationally invariant features are extracted from these subbands. The performance of image retrieval with the proposed features on rotated and nonrotated image databases is compared with the existing method. Experimental results show that the proposed rotation-invariant texture features are more robust and outperform the other existing methods.

Keywords:
Complex wavelet transform Artificial intelligence Invariant (physics) Wavelet Pattern recognition (psychology) Wavelet transform Computer vision Computer science Feature extraction Rotational invariance Mathematics Discrete wavelet transform Algorithm

Metrics

17
Cited By
1.98
FWCI (Field Weighted Citation Impact)
11
Refs
0.87
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology

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