Title :
Classification and representation of semantic content in broadcast tennis videos
Author :
Rea, N. ; Dahyot, R. ; Kokaram, A.
Author_Institution :
Dept. of Electron. & Electr. Eng., Trinity Coll., Dublin, Ireland
Abstract :
This paper investigates the semantic analysis of broadcast tennis footage. We consider the spatio-temporal behaviour of an object in the footage as being the embodiment of a semantic event. This object is tracked using a colour based particle filter. The video syntax and audio features are used to help delineate the temporal boundaries of these events. For broadcast tennis footage, the system firstly parses the video sequence based on the geometry of the content in view and classifies the clip as a particular view type. The temporal behaviour of the serving player is modelled using a HMM. As a result, each model is representative of a particular semantic episode. Events are then summarised using a number of synthesised keyframes.
Keywords :
image classification; image colour analysis; image representation; image sequences; particle filtering (numerical methods); video signal processing; broadcast tennis videos; particle filter; semantic analysis; spatio-temporal behaviour; video classification; video representation; video sequence; Content based retrieval; Educational institutions; Hidden Markov models; Histograms; Multimedia communication; Particle filters; Particle tracking; Streaming media; TV broadcasting; Videos;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1530614