Title :
Quick interactive image search in huge databases using Content-Based image retrieval
Author :
Hiwale, Sushant Shrikant ; Dhotre, Dhanraj ; Bamnote, G.R.
Author_Institution :
Dept. of CSE, SSGMCE - Shegaon, Shegaon, India
Abstract :
The number of digital images over the Web is growing by each passing day, indexing this image data based on text is tiresome and error prone. Content-Based image retrieval uses the computer vision techniques to efficiently solve the image retrieval problem. In this research paper we propose a CBIR system which extracts the features of digital image to retrieve similar images from huge databases. We have used Color Histogram, Color Auto-Correlogram, Color Moment, Gabor Wavelet and Discrete Wavelet transform to extract image features. The images are classified using Support Vector Machine (SVM) classifier which effectively distinguishes between relevant and irrelevant images. The results depict that proposed method has better precision and recall rate compared to other methods. The proposed method has average normal precision rate of 0.76 and average normal recall rate of 0.69.
Keywords :
Gabor filters; computer vision; content-based retrieval; database indexing; discrete wavelet transforms; feature extraction; image classification; image colour analysis; image retrieval; support vector machines; visual databases; CBIR system; Gabor wavelet; SVM classifier; average normal precision rate; average normal recall rate; color auto-correlogram; color histogram; color moment; computer vision techniques; content-based image retrieval; digital images; discrete wavelet transform; huge-databases; image classification; image data indexing; image feature extraction; interactive image search; irrelevant images; relevant images; support vector machine classifier; Discrete wavelet transforms; Histograms; Image color analysis; Image retrieval; Support vector machines; Computer Vision; Content-Based Image Retrieval; Feature extraction; Support vector machine;
Conference_Titel :
Innovations in Information, Embedded and Communication Systems (ICIIECS), 2015 International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4799-6817-6
DOI :
10.1109/ICIIECS.2015.7192921