Title :
Fast camera calibration for the analysis of sport sequences
Author :
Farin, Dirk ; Han, Jungong ; de With, P.H.N.
Author_Institution :
Eindhoven Univ. of Technol., Netherlands
Abstract :
Semantic analysis of sport sequences requires camera calibration to obtain player and ball positions in real-world coordinates. For court sports like tennis, the marker lines on the field can be used to determine the calibration parameters. We propose a real-time calibration algorithm that can be applied to all court sports simply by exchanging the court model. The algorithm is based on (1) a specialized court-line detector, (2) a RANSAC-based line parameter estimation, (3) a combinatorial optimization step to localize the court within the set of detected line segments, and (4) an iterative court-model tracking step. Our results show real-time calibration of, e.g., tennis and soccer sequences with a computation time of only about 6 ms per frame.
Keywords :
calibration; cameras; combinatorial mathematics; image sequences; optimisation; parameter estimation; real-time systems; sport; tracking; RANSAC-based line parameter estimation; combinatorial optimization; court-line detector; iterative court-model tracking; line segment detection; real-time camera calibration algorithm; semantic analysis; sport sequence; Application software; Calibration; Cameras; Computer vision; Detectors; Iterative algorithms; Parameter estimation; Performance analysis; Robustness; Videos;
Conference_Titel :
Multimedia and Expo, 2005. ICME 2005. IEEE International Conference on
Print_ISBN :
0-7803-9331-7
DOI :
10.1109/ICME.2005.1521465