Occupancy Analysis of Soccer Fields Using Wide-Angle Lens

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Resumé

Occupancy analysis is critical for resource assessment. This paper presents a novel solution for occupancy analysis in soccer fields, which is needed to assist the management for resource assessment. The analysis is based on player detection in the soccer fields. The process of detection is performed by using one static fish-eye camera, which is achieved by enhancement of the players based on their structural properties using 2-D Gabor wavelet combined with background subtraction. Moreover, the gray scale intensity matching is performed for catering luminance issues. Occlusion is handled through a color and compactness based analysis of expected player regions. It has been shown through experiments that the developed method results in precise analysis of occupancy i.e. an average error of .0094 % for no player in the field, 2.67% for full activity in the field and 3.64% during transition.
OriginalsprogEngelsk
Titel13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS)
RedaktørerAlbert Dipanda, Richard Chbeir, Neeta Nain, Kokou Yetongnon, Luigi Gallo
Antal sider6
Udgivelses stedJaipur, India
ForlagIEEE
Publikationsdato9 apr. 2018
Sider354-359
ISBN (Trykt)978-1-5386-4284-9
ISBN (Elektronisk)978-1-5386-4283-2
DOI
StatusUdgivet - 9 apr. 2018
Begivenhed13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS) - Rajasthan, Indien
Varighed: 4 dec. 20177 dec. 2017

Konference

Konference13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS)
LandIndien
ByRajasthan
Periode04/12/201707/12/2017

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Structural properties
Luminance
Lenses
Cameras
Color
Experiments

Citer dette

Huda, N. U., Hansen, B. D., Gade, R., & Moeslund, T. B. (2018). Occupancy Analysis of Soccer Fields Using Wide-Angle Lens. I A. Dipanda, R. Chbeir, N. Nain, K. Yetongnon, & L. Gallo (red.), 13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS) (s. 354-359). Jaipur, India: IEEE. https://doi.org/10.1109/SITIS.2017.65
Huda, Noor Ul ; Hansen, Bolette Dybkjær ; Gade, Rikke ; Moeslund, Thomas B. / Occupancy Analysis of Soccer Fields Using Wide-Angle Lens. 13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS). red. / Albert Dipanda ; Richard Chbeir ; Neeta Nain ; Kokou Yetongnon ; Luigi Gallo. Jaipur, India : IEEE, 2018. s. 354-359
@inproceedings{034ca2cac9374a34b62e1d94a463a168,
title = "Occupancy Analysis of Soccer Fields Using Wide-Angle Lens",
abstract = "Occupancy analysis is critical for resource assessment. This paper presents a novel solution for occupancy analysis in soccer fields, which is needed to assist the management for resource assessment. The analysis is based on player detection in the soccer fields. The process of detection is performed by using one static fish-eye camera, which is achieved by enhancement of the players based on their structural properties using 2-D Gabor wavelet combined with background subtraction. Moreover, the gray scale intensity matching is performed for catering luminance issues. Occlusion is handled through a color and compactness based analysis of expected player regions. It has been shown through experiments that the developed method results in precise analysis of occupancy i.e. an average error of .0094 {\%} for no player in the field, 2.67{\%} for full activity in the field and 3.64{\%} during transition.",
keywords = "fish eye camera, occupancy, player detection, soccer",
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Huda, NU, Hansen, BD, Gade, R & Moeslund, TB 2018, Occupancy Analysis of Soccer Fields Using Wide-Angle Lens. i A Dipanda, R Chbeir, N Nain, K Yetongnon & L Gallo (red), 13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS). IEEE, Jaipur, India, s. 354-359, 13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS), Rajasthan, Indien, 04/12/2017. https://doi.org/10.1109/SITIS.2017.65

Occupancy Analysis of Soccer Fields Using Wide-Angle Lens. / Huda, Noor Ul; Hansen, Bolette Dybkjær; Gade, Rikke; Moeslund, Thomas B.

13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS). red. / Albert Dipanda; Richard Chbeir; Neeta Nain; Kokou Yetongnon; Luigi Gallo. Jaipur, India : IEEE, 2018. s. 354-359.

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

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T1 - Occupancy Analysis of Soccer Fields Using Wide-Angle Lens

AU - Huda, Noor Ul

AU - Hansen, Bolette Dybkjær

AU - Gade, Rikke

AU - Moeslund, Thomas B.

PY - 2018/4/9

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N2 - Occupancy analysis is critical for resource assessment. This paper presents a novel solution for occupancy analysis in soccer fields, which is needed to assist the management for resource assessment. The analysis is based on player detection in the soccer fields. The process of detection is performed by using one static fish-eye camera, which is achieved by enhancement of the players based on their structural properties using 2-D Gabor wavelet combined with background subtraction. Moreover, the gray scale intensity matching is performed for catering luminance issues. Occlusion is handled through a color and compactness based analysis of expected player regions. It has been shown through experiments that the developed method results in precise analysis of occupancy i.e. an average error of .0094 % for no player in the field, 2.67% for full activity in the field and 3.64% during transition.

AB - Occupancy analysis is critical for resource assessment. This paper presents a novel solution for occupancy analysis in soccer fields, which is needed to assist the management for resource assessment. The analysis is based on player detection in the soccer fields. The process of detection is performed by using one static fish-eye camera, which is achieved by enhancement of the players based on their structural properties using 2-D Gabor wavelet combined with background subtraction. Moreover, the gray scale intensity matching is performed for catering luminance issues. Occlusion is handled through a color and compactness based analysis of expected player regions. It has been shown through experiments that the developed method results in precise analysis of occupancy i.e. an average error of .0094 % for no player in the field, 2.67% for full activity in the field and 3.64% during transition.

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Huda NU, Hansen BD, Gade R, Moeslund TB. Occupancy Analysis of Soccer Fields Using Wide-Angle Lens. I Dipanda A, Chbeir R, Nain N, Yetongnon K, Gallo L, red., 13th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS). Jaipur, India: IEEE. 2018. s. 354-359 https://doi.org/10.1109/SITIS.2017.65