Effectiveness of Content-Based Image Clustering Algorithms
Mesfin Sileshi Ambaye
Broschiertes Buch

Effectiveness of Content-Based Image Clustering Algorithms

Measuring cluster quality

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To be able to retrieve a set of image documents, the images must be clustered according to semantic similarity. The image clusters are utilized by content-based image retrieval and querying systems that require effective query matching in large image databases. This book describes the clustering process, focusing on clustering algorithms and ways to measure the quality of the created clusters. Four common image clustering algorithms are evaluated: k-means clustering and three versions of hierarchical clustering, using average-linkage, complete-linkage, and Ward''s method. In the experimental s...