JOURNAL ARTICLE

Image Retrieval Using Color-Texture Features Extracted From Gabor-Walsh Wavelet Pyramid

Abstract

Image retrieval is one of the most applicable image processing techniques which have been extensively used. Feature extraction is one of the most important procedures used for interpretation and indexing images in Content-Based Image Retrieval (CBIR) systems. Effective storage, indexing and managing a large number of image collections are critical challenges in computer systems. There are many proposed methods to overcome these problems. However, the rate of image retrieval and speed of retrieval are still interesting fields of researches. In this paper, we propose a new method based on combination of Gabor filter and Walsh transform and Wavelet Pyramid (GWWP). The Crossover Point (CP) of precision and recall are considered as metrics to evaluate and compare different methods. The Obtained results show using GWWP provides better performance in compared to with other methods.

Keywords:
Artificial intelligence Computer science Image retrieval Pyramid (geometry) Gabor filter Search engine indexing Content-based image retrieval Pattern recognition (psychology) Computer vision Image texture Wavelet transform Feature (linguistics) Feature extraction Precision and recall Visual Word Gabor wavelet Image processing Wavelet Image (mathematics) Mathematics Discrete wavelet transform

Metrics

6
Cited By
0.48
FWCI (Field Weighted Citation Impact)
17
Refs
0.73
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
Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology

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