Title :
Projection-Based Image Retrieval Using Class-Specific Metrics
Author :
Joia, Paulo ; Nieto, Erick Gomez ; Botelho, Glenda ; Neto, Jo Ao Batista ; Paiva, Afonso ; Nonato, Luis Gustavo
Author_Institution :
ICMC/SME, Univ. de Sao Paulo, Sao Carlos, Brazil
Abstract :
Content-based image classification/retrieval based on image descriptors has become an essential component in most database systems. However, most existing systems do not provide mechanisms that enable interactive multi-objective queries, hampering the user experience. In this paper we present a novel methodology capable of accomplishing multi-objective searches while still being interactive. Our approach relies on a combination of class-specific metrics and multidimensional projection to devise an effective and interactive image retrieval system. Besides allowing visual exploration of image data sets, the provided results and comparisons show that the proposed approach outperforms existing methods, turning out to be a very attractive alternative for managing image data sets.
Keywords :
content-based retrieval; image classification; image retrieval; search problems; class-specific metrics; content-based image classification; image descriptors; interactive image retrieval system; interactive multiobjective queries; multidimensional projection; multiobjective search; projection-based image retrieval; Feature extraction; Helicopters; Image color analysis; Image retrieval; Measurement; Pipelines; Visualization; content-based image retrieval; multidimensional projection;
Conference_Titel :
Graphics, Patterns and Images (Sibgrapi), 2011 24th SIBGRAPI Conference on
Conference_Location :
Maceio, Alagoas
Print_ISBN :
978-1-4577-1674-4
DOI :
10.1109/SIBGRAPI.2011.27