A survey on soccer player detection and tracking with videos
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| Vydáno v: | The Visual Computer vol. 41, no. 2 (Jan 2025), p. 815 |
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| Vydáno: |
Springer Nature B.V.
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| On-line přístup: | Citation/Abstract Full Text Full Text - PDF |
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| 024 | 7 | |a 10.1007/s00371-024-03367-6 |2 doi | |
| 035 | |a 3163041710 | ||
| 045 | 2 | |b d20250101 |b d20250131 | |
| 245 | 1 | |a A survey on soccer player detection and tracking with videos | |
| 260 | |b Springer Nature B.V. |c Jan 2025 | ||
| 513 | |a Journal Article | ||
| 520 | 3 | |a Soccer is a popular sport, and there is a growing need for automated analysis of soccer videos, while the detection and tracking of the players is the indispensable prerequisite. In this paper, we first introduce and classify multi-object tracking and then present two mostly used multi-object tracking methods, DeepSort and TrackFormer. When multi-object tracking is applied to soccer scenarios, some preprocessing and post-processing are generally performed, with preprocessing including processing of the video, such as splicing and background removing, and post-processing including further applications, such as player mapping for a 2D stadium. By directly employing the two methods above, we test the real scene and train TrackFormer to get further results. Meanwhile, in order to facilitate researchers who are interested in multi-object tracking as well as in the direction of player tracking, recent advances in preprocessing and processing methods for soccer player tracking are given and future research directions are suggested. | |
| 653 | |a Preprocessing | ||
| 653 | |a Video post-production | ||
| 653 | |a Methods | ||
| 653 | |a Multiple target tracking | ||
| 653 | |a Object recognition | ||
| 653 | |a Computer vision | ||
| 653 | |a Soccer | ||
| 653 | |a Semantics | ||
| 653 | |a Support vector machines | ||
| 773 | 0 | |t The Visual Computer |g vol. 41, no. 2 (Jan 2025), p. 815 | |
| 786 | 0 | |d ProQuest |t Advanced Technologies & Aerospace Database | |
| 856 | 4 | 1 | |3 Citation/Abstract |u https://www.proquest.com/docview/3163041710/abstract/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text |u https://www.proquest.com/docview/3163041710/fulltext/embedded/6A8EOT78XXH2IG52?source=fedsrch |
| 856 | 4 | 0 | |3 Full Text - PDF |u https://www.proquest.com/docview/3163041710/fulltextPDF/embedded/6A8EOT78XXH2IG52?source=fedsrch |