Title :
Content Based Image Retrieval using Color Edge Detection and Discrete Wavelet Transform
Author :
Agarwal, Sankalp ; Verma, Anil Kumar ; Dixit, N.
Author_Institution :
Comput. Sci. Deptt., Inst. of Inf. Technol. & Manage., Gwalior, India
Abstract :
Color is one of the most important low-level features used in image retrieval and most content-based image retrievals (CBIR) systems use color as an image features. However, image retrieval using only color features often provide very unsatisfactory results because in many cases, images with similar colors do not have similar content. As the solution of this problem this paper describes a novel algorithm for Content Based Image Retrieval (CBIR) based on Color Edge Detection and Discrete Wavelet Transform (DWT). This method is different from the existing histogram based methods. The proposed algorithm generates feature vectors that combines both color and edge features. This paper also uses wavelet transform to reduce the size of the feature vector and simultaneously preserving the content details. The robustness of the system is also tested against query image alterations such as geometric deformations and noise addition etc. Wang´s image database is used for experimental analysis and results are shown in terms of precision and recall.
Keywords :
content-based retrieval; discrete wavelet transforms; edge detection; image colour analysis; image retrieval; vectors; visual databases; CBIR systems; DWT; color edge detection; color features; content based image retrievals; discrete wavelet transform; edge features; feature vectors; geometric deformations; histogram based methods; image database; low-level features; noise addition; precision; query image alterations; recall; Biomedical imaging; Dinosaurs; Gaussian noise; Histograms; Image color analysis; Image edge detection; Canny Edge Detection; Color Edge Detection; Haar; Precision; RGB; Recall; Wavelet Transform; YCbCr;
Conference_Titel :
Issues and Challenges in Intelligent Computing Techniques (ICICT), 2014 International Conference on
Conference_Location :
Ghaziabad
DOI :
10.1109/ICICICT.2014.6781310