BallTrack: Football ball tracking for real-time CCTV systems

Jacek Komorowski , Grzegorz Kurzejamski , Grzegorz Sarwas

Abstract

The paper describes a deep network based system specialized for ball detection in long shot videos. System comprises of flexible detector and classical particle tracking. The core contribution is incorporation of hy-percolumn concept in the processing pipeline achieving real-time tracking on 12MPx videos. System achieves state-of-the-art results in ISSIA-CNR Soccer Dataset and its feasibility has been tested on 4 camera prototype system.
Author Jacek Komorowski (FEIT / ICS)
Jacek Komorowski,,
- The Institute of Computer Science
, Grzegorz Kurzejamski (FoEE / ICIE)
Grzegorz Kurzejamski,,
- The Institute of Control and Industrial Electronics
, Grzegorz Sarwas (FoEE / ICIE)
Grzegorz Sarwas,,
- The Institute of Control and Industrial Electronics
Pages1-5
Publication size in sheets0.5
Book Proceedings of MVA 2019 International Conference on Machine Vision Applications, 2019, MVA Organization, ISBN 978-4-901122-18-4, [978-1-7281-0925-1], 414 p.
DOIDOI:10.23919/MVA.2019.8757880
URL https://ieeexplore.ieee.org/document/8757880
Languageen angielski
File
06-01.pdf 2.83 MB
Score (nominal)15
ScoreMinisterial score = 15.0, 18-07-2019, ChapterFromConference
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