Title :
Small and fast moving object detection and tracking in sports video sequences
Author :
Zaveri, Mukesh A. ; Merchant, S.N. ; Desai, Uday B.
Author_Institution :
Electr. Eng. Dept., IIT, Mumbai
Abstract :
We propose an algorithm for detection and tracking of small and fast moving objects, like a ping pong ball or a cricket ball, in sports video sequences. For detection, the proposed method uses only motion as a cue; moreover it does not use any texture information. Our method is able to detect the object with very low contrast and negligible texture content. Along with detection, we also propose a tracking algorithm using the multiple filter bank approach. Thus we provide a complete solution. The tracking algorithm is able to track maneuvering as well as non-maneuvering movements of the object without using any a priori information about the target dynamics
Keywords :
channel bank filters; image sequences; object detection; sport; tracking; video signal processing; cricket ball; maneuvering movements; multiple filter bank; nonmaneuvering movements; object detection; object tracking; ping pong ball; sports video sequences; Algorithm design and analysis; Data mining; Filter bank; Image segmentation; Motion detection; Object detection; Target tracking; Testing; Video sequences; Wavelet transforms;
Conference_Titel :
Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-8603-5
DOI :
10.1109/ICME.2004.1394540