DocumentCode :
2236846
Title :
A gridding Hough transform for detecting the straight lines in sports video
Author :
Yu, Xinguo ; Lai, Hoe Chee ; Liu, Sophie Xian Fan ; Leong, Hon Wai
Author_Institution :
Inst. for Infocomm Res., Singapore, Singapore
fYear :
2005
fDate :
6-8 July 2005
Abstract :
A gridding Hough transform (GHT) is proposed to detect the straight lines in sports video, which is much faster and requires much less memory than the previous Hough transforms. The GHT uses the active gridding to replace the random point selection in the random Hough transforms because forming the linelets from the actively selected points is easier than from the randomly selected points. Existing straight-line Hough transforms require a lot of resources because they were designed for all kinds of straight lines. Considering the fact that the straight lines interested in sports video are long and sparse, this paper proposes two techniques: the active gridding and linelets process. On account of these two techniques, the proposed GHT is fast and uses little memory. The experimental results show that the proposed GHT is faster than the random Hough transform (RHT) and the standard Hough transform (SHT) by 30% and 700% respectively and achieves a 97.5% recall, higher than those achieved by either the SHT or the RHT.
Keywords :
Hough transforms; object detection; sport; video signal processing; GHT; active gridding; gridding Hough transform; linelets process; sports video; straight line detection; Application software; Computer science; Games; Grid computing; Image processing; Mathematics; Physics computing; Real time systems; Robustness; Voting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2005. ICME 2005. IEEE International Conference on
Print_ISBN :
0-7803-9331-7
Type :
conf
DOI :
10.1109/ICME.2005.1521474
Filename :
1521474
Link To Document :
بازگشت