JOURNAL ARTICLE

Efficient Wavelet-Based Image Retrieval Using Coarse Segmentation and Fine Region Feature Extraction

Yongliang Sun

Year: 2005 Journal:   IEICE Transactions on Information and Systems Vol: E88-D (5)Pages: 1021-1030   Publisher: Institute of Electronics, Information and Communication Engineers

Abstract

Semantic image segmentation and appropriate region content description are crucial issues for region-based image retrieval (RBIR). In this paper, a novel region-based image retrieval method is proposed, which performs fast coarse image segmentation and fine region feature extraction using the decomposition property of image wavelet transform. First, coarse image segmentation is conducted efficiently in the Low-Low(LL) frequency subband of image wavelet transform. Second, the feature vector of each segmented region is hierarchically extracted from all different wavelet frequency subbands, which captures the distinctive feature (e.g., semantic texture) inside one region finely. Experiment results show the efficiency and the effectiveness of the proposed method for region-based image retrieval.

Keywords:
Artificial intelligence Pattern recognition (psychology) Computer science Image texture Wavelet transform Computer vision Image segmentation Feature (linguistics) Wavelet Feature extraction Top-hat transform Image retrieval Feature detection (computer vision) Segmentation Image (mathematics) Image processing

Metrics

9
Cited By
1.70
FWCI (Field Weighted Citation Impact)
0
Refs
0.85
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
Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology

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