Efficient content-based image retrieval based on semantic object detection

Aamer Mohamed; Fouad Khelifi; Jianmin Jiang; Stanley Ipson

doi:10.1109/ISSPA.2010.5605544

Efficient content-based image retrieval based on semantic object detection

Aamer Mohamed, Fouad Khelifi, Jianmin Jiang, Stanley Ipson

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

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.

Original language	English
Title of host publication	2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA)
Subtitle of host publication	Kuala Lumpur, Malaysia, 10-13 May 2010
Editors	Institute of Electrical and Electronics Engineers
Place of Publication	Piscataway
Publisher	IEEE
Pages	193-196
Number of pages	4
ISBN (Print)	978142447165
DOIs	https://doi.org/10.1109/ISSPA.2010.5605544
Publication status	Published - 18 Oct 2010
Externally published	Yes

Access to Document

10.1109/ISSPA.2010.5605544Licence: Unspecified

Cite this

Mohamed, A., Khelifi, F., Jiang, J., & Ipson, S. (2010). Efficient content-based image retrieval based on semantic object detection. In Institute of Electrical and Electronics Engineers (Ed.), 2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA): Kuala Lumpur, Malaysia, 10-13 May 2010 (pp. 193-196). IEEE. https://doi.org/10.1109/ISSPA.2010.5605544

Mohamed, Aamer ; Khelifi, Fouad ; Jiang, Jianmin et al. / Efficient content-based image retrieval based on semantic object detection. 2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA): Kuala Lumpur, Malaysia, 10-13 May 2010. editor / Institute of Electrical and Electronics Engineers. Piscataway : IEEE, 2010. pp. 193-196

@inproceedings{4ad35259c6c8477f82c1e017622af816,

title = "Efficient content-based image retrieval based on semantic object detection",

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.",

author = "Aamer Mohamed and Fouad Khelifi and Jianmin Jiang and Stanley Ipson",

year = "2010",

month = oct,

day = "18",

doi = "10.1109/ISSPA.2010.5605544",

language = "English",

isbn = "978142447165",

pages = "193--196",

editor = "{ Institute of Electrical and Electronics Engineers}",

booktitle = "2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA)",

publisher = "IEEE",

address = "United States",

}

Mohamed, A, Khelifi, F, Jiang, J & Ipson, S 2010, Efficient content-based image retrieval based on semantic object detection. in Institute of Electrical and Electronics Engineers (ed.), 2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA): Kuala Lumpur, Malaysia, 10-13 May 2010. IEEE, Piscataway, pp. 193-196. https://doi.org/10.1109/ISSPA.2010.5605544

Efficient content-based image retrieval based on semantic object detection. / Mohamed, Aamer; Khelifi, Fouad; Jiang, Jianmin et al.
2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA): Kuala Lumpur, Malaysia, 10-13 May 2010. ed. / Institute of Electrical and Electronics Engineers. Piscataway: IEEE, 2010. p. 193-196.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Efficient content-based image retrieval based on semantic object detection

AU - Mohamed, Aamer

AU - Khelifi, Fouad

AU - Jiang, Jianmin

AU - Ipson, Stanley

PY - 2010/10/18

Y1 - 2010/10/18

N2 - 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.

AB - 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.

U2 - 10.1109/ISSPA.2010.5605544

DO - 10.1109/ISSPA.2010.5605544

M3 - Conference contribution

SN - 978142447165

SP - 193

EP - 196

BT - 2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA)

A2 - Institute of Electrical and Electronics Engineers,

PB - IEEE

CY - Piscataway

ER -

Mohamed A, Khelifi F, Jiang J, Ipson S. Efficient content-based image retrieval based on semantic object detection. In Institute of Electrical and Electronics Engineers, editor, 2010 10th International Conference on Information Science, Signal Processing and their Applications, (ISSPA): Kuala Lumpur, Malaysia, 10-13 May 2010. Piscataway: IEEE. 2010. p. 193-196 doi: 10.1109/ISSPA.2010.5605544

Efficient content-based image retrieval based on semantic object detection

Abstract

Access to Document

Fingerprint

Cite this