TY - GEN
T1 - Feature design in soccer video indexing
AU - Han, Mei
AU - Hua, Wei
AU - Chen, Terrence
AU - Gong, Yihong
N1 - Publisher Copyright:
© 2003 IEEE.
PY - 2003
Y1 - 2003
N2 - Unlike American football, baseball, tennis and many other sports games, soccer is not a well-structured game. Soccer videos are basically continuous streams with exciting highlights embedded. However, the highlights of the same type are correlated in spatial and temporal feature distributions. In this paper we present an effective scheme to represent soccer scenes with low/mid-level image and sound features. We discuss three aspects of feature design in soccer video indexing system: temporal structure, low/mid-level features, domain specific knowledge. We use the maximum-entropy based machine learning method as a test platform to verify the feature design scheme. The maximum-entropy method can automatically choose the features with more distinguishing power. The feature representation is applied to soccer video indexing. Extensive experiments are conducted and satisfying results are described.
AB - Unlike American football, baseball, tennis and many other sports games, soccer is not a well-structured game. Soccer videos are basically continuous streams with exciting highlights embedded. However, the highlights of the same type are correlated in spatial and temporal feature distributions. In this paper we present an effective scheme to represent soccer scenes with low/mid-level image and sound features. We discuss three aspects of feature design in soccer video indexing system: temporal structure, low/mid-level features, domain specific knowledge. We use the maximum-entropy based machine learning method as a test platform to verify the feature design scheme. The maximum-entropy method can automatically choose the features with more distinguishing power. The feature representation is applied to soccer video indexing. Extensive experiments are conducted and satisfying results are described.
UR - https://www.scopus.com/pages/publications/70349215906
U2 - 10.1109/ICICS.2003.1292598
DO - 10.1109/ICICS.2003.1292598
M3 - 会议稿件
AN - SCOPUS:70349215906
T3 - ICICS-PCM 2003 - Proceedings of the 2003 Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia
SP - 950
EP - 954
BT - ICICS-PCM 2003 - Proceedings of the 2003 Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia, ICICS-PCM 2003
Y2 - 15 December 2003 through 18 December 2003
ER -