OPTICS: ordering points to identify the clustering structure
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Data structures and algorithms for nearest neighbor search in general metric spaces
SODA '93 Proceedings of the fourth annual ACM-SIAM Symposium on Discrete algorithms
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Clustering Validity Assessment: Finding the Optimal Partitioning of a Data Set
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
A survey on wavelet applications in data mining
ACM SIGKDD Explorations Newsletter
Content-Based Image Retrieval Systems
ASSET '99 Proceedings of the 1999 IEEE Symposium on Application - Specific Systems and Software Engineering and Technology
Semantic-meaningful content-based image retrieval in wavelet domain
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Beginning Database Design and Implementation
Beginning Database Design and Implementation
Data Mining and Knowledge Discovery Handbook
Data Mining and Knowledge Discovery Handbook
Physical Database Design: the database professional's guide to exploiting indexes, views, storage, and more
WaveQ: Combining Wavelet Analysis and Clustering for Effective Image Retrieval
AINAW '07 Proceedings of the 21st International Conference on Advanced Information Networking and Applications Workshops - Volume 01
Randomized Clustering Forests for Image Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Effectiveness of NAQ-tree as index structure for similarity search in high-dimensional metric space
Knowledge and Information Systems
Clustering by integrating multi-objective optimization with weighted k-means and validity analysis
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Some new indexes of cluster validity
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Texture analysis and classification with tree-structured wavelet transform
IEEE Transactions on Image Processing
Integrating wavelets with clustering and indexing for effective content-based image retrieval
Knowledge-Based Systems
Self organizing natural scene image retrieval
Expert Systems with Applications: An International Journal
Image indexing using the color and bit pattern feature fusion
Journal of Visual Communication and Image Representation
| Hi-index | 12.05 |
With the evolution of digital technology, there has been a significant increase in the number of images stored in electronic format. These range from personal collections to medical and scientific images that are currently collected in large databases. Many users and organizations now can acquire large numbers of images and it has been very important to retrieve relevant multimedia resources and to effectively locate matching images in the large databases. In this context, content-based image retrieval systems (CBIR) have become very popular for browsing, searching and retrieving images from a large database of digital images with minimum human intervention. The research community are competing for more efficient and effective methods as CBIR systems may be heavily employed in serving time critical applications in scientific and medical domains. This paper proposes an extremely fast CBIR system which uses Multiple Support Vector Machines Ensemble. We have used Daubechies wavelet transformation for extracting the feature vectors of images. The reported test results are very promising. Using data mining techniques not only improved the efficiency of the CBIR systems, but they also improved the accuracy of the overall process.