The week's pick
Random Articles
Reseach Article
Computer Aided Identification of Flags using Color Features
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 149 - Number 11 |
| Year of Publication: 2016 |
| Authors: Avishikta Lodh, Ranjan Parekh |
10.5120/ijca2016911587
|
Avishikta Lodh, Ranjan Parekh . Computer Aided Identification of Flags using Color Features. International Journal of Computer Applications. 149, 11 ( Sep 2016), 1-7. DOI=10.5120/ijca2016911587
Abstract
The current work proposes a methodology for recognition of flags of the countries of the world from their digital images. Statistical features extracted from the color channels are combined together to generate the feature vector for discrimination between the flags. Since colors and their layouts can be quite similar between various flags, identifying them reliably can be challenging if the number of images increases. The proposed approach partitions the images into non-overlapping cells and generates a vector for each cell. The features are subsequently fed to a K-NN classifier for class discrimination. A dataset involving 400 flag images is used to test performance of the system.
References
- R. Parekh, “Principles of Multimedia”, 2nd Edition, Published by Tata McGraw-Hill Education, 2012.
- Md. Z. Rahman, Md. S. Hossain, K. Ahmed, “Flag Identification Using Support Vector Machine”, JU Journal of Information Technology (JIT), Vol. 2, pp. 11-16 June 2013.
- S. Jetley, A. Vaze, S. Belhe, “Automatic Flag Recognition Using Texture Based Color Analysis and Gradient Features”, Proceedings of the 2013 IEEE Second International Conference on Image Information Processing (ICIIP-2013), pp. 464-469, 2013.
- E. Hart, S. H. Cha, C. Tappert, "Interactive Flag Identification Using a Fuzzy-Neural Technique", Proceedings of Student/Faculty Research Day, CSIS, Pace University, May 7th, 2004.
- S. Mangijao Singh , K. Hemachandran, “Content-Based Image Retrieval Using Color Moments and Gabor Texture Feature”, International Journal of Computer Science Issues, Vol. 9, Issue 5, No. 1, pp. 299-308, 2012.
- A. Chadha, S. Mallik, R. Johar, “Comparative Study and Optimization of Feature Extraction Techniques for Content Based Image Retrieval”, International Journal of Computer Applications, Vol. 52, No. 20, pp. 35-42, 2012.
- H. H. P. K. Bhuravarjula, V. N. S. Vijaya Kumar, "A Novel Image Retrieval Method using color Moments", International Journal Of Electronics And Computer Science Engineering (Ijecse ,ISSN:2277-1956), Vol. 01, No. 04, pp. 2432-2438, 2012..
- G. Mandloi, “A Survey of Feature Extraction Techniques for Color Images”, International Journal of Computer Science and Information Technologies, Vol. 5, No. 3, pp. 4615-4620, 2014.
- T. V. Saikrishna, A. Yesubabu, A. Anandarao, T. Sudha Rani, “A Novel Image Retrieval Method Using Segmentation and Color Moments”, Advanced Computing: An International Journal, Vol. 3, No. 1, pp. 75-80 2012.
- S. Mangijao Singh , K. Hemachandran, “Image Retrieval Based on the Combination of Color Histogram and Color Moment”, International Journal of Computer Applications, Vol. 58, No. 3, pp. 27-34, 2012.
- World Flag Database ( URL : www.flags.net )
- Flags of the World ( URL : www.crwflags.com )
- Flagpedia ( URL : www.flagpedia.net )
Index Terms
Keywords