Fast Extraction of Edge Histogram in DCT Domain based on MPEG7
In these days, multimedia data is transmitted and
processed in compressed format. Due to the decoding procedure and
filtering for edge detection, the feature extraction process of MPEG-7
Edge Histogram Descriptor is time-consuming as well as
computationally expensive. To improve efficiency of compressed
image retrieval, we propose a new edge histogram generation
algorithm in DCT domain in this paper. Using the edge information
provided by only two AC coefficients of DCT coefficients, we can get
edge directions and strengths directly in DCT domain. The
experimental results demonstrate that our system has good
performance in terms of retrieval efficiency and effectiveness.
[1] K. R. Rao, J. J. Hwang, " Techniques and Standards for image, Video, and
Audio Coding, " Prentice Hall PTR, 1996.
[2] Overview of the MPEG-7 standard, December 2001. ISO/IEC/TC/SC29/
WG11 N3914
[3] B.S. Manjunath, Philippe Salembier, Thomas Sikora, "Introduction to
MPEG-7", JOHN WILLEY & SONS, LTD , pp. 183-184, 2002
[4] Bo Shen, Ishwar K. Sethi, ÔÇÿDirect feature extraction from compressed
images-, SPIE vol. 2670, Storage & Retrieval for Image and Video
Databases , 1996.
[5] S. W. Lee, Y.M. Kim and S. W. Choi, ÔÇÿFast scene change detection using
direct feature extraction form MPEG compressed videos-, IEEE Trans.
On Multimedia, Vol. 2, No. 4, December 2000
[1] K. R. Rao, J. J. Hwang, " Techniques and Standards for image, Video, and
Audio Coding, " Prentice Hall PTR, 1996.
[2] Overview of the MPEG-7 standard, December 2001. ISO/IEC/TC/SC29/
WG11 N3914
[3] B.S. Manjunath, Philippe Salembier, Thomas Sikora, "Introduction to
MPEG-7", JOHN WILLEY & SONS, LTD , pp. 183-184, 2002
[4] Bo Shen, Ishwar K. Sethi, ÔÇÿDirect feature extraction from compressed
images-, SPIE vol. 2670, Storage & Retrieval for Image and Video
Databases , 1996.
[5] S. W. Lee, Y.M. Kim and S. W. Choi, ÔÇÿFast scene change detection using
direct feature extraction form MPEG compressed videos-, IEEE Trans.
On Multimedia, Vol. 2, No. 4, December 2000
@article{"International Journal of Electrical, Electronic and Communication Sciences:62147", author = "Minyoung Eom and Yoonsik Choe", title = "Fast Extraction of Edge Histogram in DCT Domain based on MPEG7", abstract = "In these days, multimedia data is transmitted and
processed in compressed format. Due to the decoding procedure and
filtering for edge detection, the feature extraction process of MPEG-7
Edge Histogram Descriptor is time-consuming as well as
computationally expensive. To improve efficiency of compressed
image retrieval, we propose a new edge histogram generation
algorithm in DCT domain in this paper. Using the edge information
provided by only two AC coefficients of DCT coefficients, we can get
edge directions and strengths directly in DCT domain. The
experimental results demonstrate that our system has good
performance in terms of retrieval efficiency and effectiveness.", keywords = "DCT, Descriptor, EHD, MPEG7.", volume = "1", number = "9", pages = "1380-4", }