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Extracting 3d information from broadcast soccer video
Liu, Yang; Liang, Dawei; Huang, Qingming; Gao, Wen
刊名Image and vision computing
2006-10-01
卷号24期号:10页码:1146-1162
关键词3d estimation Ball detection Tracking Soccer video Broadcast
ISSN号0262-8856
DOI10.1016/j.imavis.2006.04.001
通讯作者Liu, yang(yliu@jdl.ac.cn)
英文摘要In this paper, we propose a new method to estimate players' and ball's positions from monocular broadcast soccer video. with the relationship between objects and the camera in perspective projection, we derive the formula for estimating the moving objects' positions in real world, even when the ball is in the air. this method calibrates the camera's position in the stadium through the homography between the image and the playfield, and the self-calibration for rotating and zooming camera. thus, the method can estimate the ball's position in the air without referring to other reference object with known height. in order to reduce manual interference, the players are detected based on the playfield detection. for the ball, we combine the detection procedure and tracking procedure organically. first, we extract candidate regions in each frame, then search the most likely regions in consecutive frames using viterbi decoding algorithm. once detected, the ball will be tracked by kalman filter, which can help improve the detection recall. the system checks whether the ball is lost automatically. if it is lost, the detection procedure restarts. experiments on synthesized data verify the proposed method, and promising results are obtained on real video data. (c) 2006 elsevier b.v. all rights reserved.
WOS关键词SELF-CALIBRATION
WOS研究方向Computer Science ; Engineering ; Optics
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic ; Optics
语种英语
出版者ELSEVIER SCIENCE BV
WOS记录号WOS:000241228300010
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2379434
专题中国科学院大学
通讯作者Liu, Yang
作者单位1.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China
推荐引用方式
GB/T 7714
Liu, Yang,Liang, Dawei,Huang, Qingming,et al. Extracting 3d information from broadcast soccer video[J]. Image and vision computing,2006,24(10):1146-1162.
APA Liu, Yang,Liang, Dawei,Huang, Qingming,&Gao, Wen.(2006).Extracting 3d information from broadcast soccer video.Image and vision computing,24(10),1146-1162.
MLA Liu, Yang,et al."Extracting 3d information from broadcast soccer video".Image and vision computing 24.10(2006):1146-1162.
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