Title :
Efficient content based image retrieval based on Semantic Object Detection
Author :
Mohamed, Aamer ; Khelifi, Fouad ; Jiang, Jianmin ; Ipson, Stan
Author_Institution :
Sch. of Comput., Univ. of Bradford, Bradford, UK
Abstract :
This paper proposes an efficient content-based image retrieval scheme based on Semantic Object Detection (SOD). The feature extraction process uses quantized discrete cosine transform (DCT) blocks where the retrieval of the query image is performed using a histogram-based similarity measure. SOD aims to reduce the size of the database from which the retrieval of similar images is conducted. The use of SOD has been shown to improve the retrieval performance and outperform related work in the literature.
Keywords :
content-based retrieval; discrete cosine transforms; feature extraction; image retrieval; object detection; content based image retrieval; feature extraction process; quantized discrete cosine transform; query image; semantic object detection; Buildings; Dinosaurs; Face; Horses; Snow;
Conference_Titel :
Information Sciences Signal Processing and their Applications (ISSPA), 2010 10th International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-7165-2
DOI :
10.1109/ISSPA.2010.5605544