Title :
Effective Image Retrieval System Using Dot-Diffused Block Truncation Coding Features
Author :
Jing-Ming Guo ; Prasetyo, Heri ; Nai-Jian Wang
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
Abstract :
This paper presents a new approach to derive the image feature descriptor from the dot-diffused block truncation coding (DDBTC) compressed data stream. The image feature descriptor is simply constructed from two DDBTC representative color quantizers and its corresponding bitmap image. The color histogram feature (CHF) derived from two color quantizers represents the color distribution and image contrast, while the bit pattern feature (BPF) constructed from the bitmap image characterizes the image edges and textural information. The similarity between two images can be easily measured from their CHF and BPF values using a specific distance metric computation. Experimental results demonstrate the superiority of the proposed feature descriptor compared to the former existing schemes in image retrieval task under natural and textural images. The DDBTC method compresses an image efficiently, and at the same time, its corresponding compressed data stream can provide an effective feature descriptor for performing image retrieval and classification. Consequently, the proposed scheme can be considered as an effective candidate for real-time image retrieval applications.
Keywords :
feature extraction; image classification; image coding; image colour analysis; image retrieval; image texture; BPF; CHF; DDBTC; bit pattern feature; color distribution; color histogram feature; dot-diffused block truncation coding; image classification; image contrast; image edge; image feature descriptor; image retrieval system; image texture; Feature extraction; Gray-scale; Histograms; Image coding; Image color analysis; Image retrieval; Streaming media; Dot-diffused block truncation coding (DDBTC); feature descriptor; image classification; image retrieval;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/TMM.2015.2449234