LLLMWIKI
ArticleResearch mapReading portalMetadata

Source note · Updated 2026-07-12

SoccerNet 2023 Challenges Results足球视频多任务挑战结果

#near-cvpr-2025#video-understanding#benchmarking#primary-source

SoccerNet 2023 Challenges Results：七任务挑战结果与评测边界

来源：arXiv 2023
全文深读：analysis.md

一句话结论

2023 官方报告把 SoccerNet 扩成七任务年度评测，并将 tracking 改为真正的 detection+association；榜单证明定制系统显著高于 baseline，但不提供统一成本或统计控制，不能当成单一方法论文。

七项核心结果

任务数据/主协议私有榜最佳
Action spotting500 场、110,458 actions、17 类；另 50 场；tight 1–5s71.31 tight Avg-mAP
Ball action spotting7 场、11,041 pass/drive；另 2 场；mAP@186.47
Dense captioning471 场、36,894 comments；另 42 场；METEOR@3026.66
Camera calibration25,506 images、226,305 polylines；另 2,690 张；accuracy×coverage0.55
Player ReID340,993 thumbnails、400 场、6 联赛；mAP93.26
End-to-end tracking不提供 GT boxes；HOTA/DetA/AssA75.61 / 75.38 / 75.94
Jersey number2,853 tracklets；另 1,211；accuracy92.85%

协议解释

  • 2023 tracking 要同时 detection+association，不能与 2022 GT-box association-only HOTA 93.64 直接比较；
  • calibration 没有 camera-parameter GT，分数仍混合场线检测、solver accuracy 与 completeness；
  • ReID 是同 action 多视角检索，不是跨整场实名；
  • caption 的 30 秒容差及文本相似度不保证事实性；
  • jersey overall accuracy 未提供号码频率、可见性与 macro recall 分层。

泄漏与排行榜风险

  • private labels 隔离，但报告未逐任务给 game/league/stadium/broadcast-source disjoint 审计；
  • ball action 只有 7+2 场却有 102 次提交，jersey 1,211 私有 tracklets 有 157 次提交，反馈式过拟合风险明显；
  • CLIP、VideoMAE、ImageNet、ensembles 与 OCR voting 等外部资源未统一；
  • winner summaries 经 organizer 审阅规则，不等于独立复现。

系统成本

多个冠军依赖多 encoder/大预训练模型/ensemble/重后处理；论文未统一报告 GPU、GPU-hours、参数量、FPS、内存、能耗或重复运行。因此最高榜分不能直接解释为最佳部署方案。

证据边界

这是 2023 官方年度快照。七任务 metric、样本单位与容差不同，不能做总分；赢家技术摘要只支持系统构成与私有榜结果，详细因果归因需回到各 team paper。

对羽毛球的影响

可迁移 private challenge、tight temporal metric、end-to-end MOT、DetA/AssA、calibration accuracy×coverage 与 tracklet-level aggregation。足球球场、球衣号码、pass/drive 类别、广播机位和所有榜单数字都不能外推羽毛球；羽毛球另需 shuttle trajectory coverage、max gap、court error 与 hit-time error。

证据评级

  • 官方协议/榜单：A-
  • 赢家方法摘要：B
  • 成本受控跨队比较：C
  • 羽毛球直接证据：D

原始材料

  • raw/ingest/2026-05-05-soccernet-2023-challenges-results/paper.pdf（20 页）
  • raw/ingest/2026-05-05-soccernet-2023-challenges-results/paper-text.md
  • raw/ingest/2026-05-05-soccernet-2023-challenges-results/analysis.md

相关页面

Metadata
{
  "id": "2026-05-05-soccernet-2023-challenges-results",
  "type": "source",
  "title": "SoccerNet 2023 Challenges Results：足球视频多任务挑战结果",
  "status": "reviewed",
  "created": "2026-05-05",
  "updated": "2026-07-12",
  "venue": "arXiv 2023",
  "published_at": "2023-09-12",
  "ingested_at": "2026-05-05",
  "tags": [
    "near-cvpr-2025",
    "video-understanding",
    "benchmarking",
    "primary-source"
  ],
  "note_status": "reviewed",
  "source_type": "paper",
  "authors": [
    "Cioppa, Anthony",
    "Giancola, Silvio",
    "Somers, Vladimir",
    "Magera, Floriane",
    "Zhou, Xin",
    "Mkhallati, Hassan",
    "Deliège, Adrien",
    "Held, Jan",
    "Hinojosa, Carlos",
    "Mansourian, Amir M.",
    "Miralles, Pierre",
    "Barnich, Olivier",
    "De Vleeschouwer, Christophe",
    "Alahi, Alexandre",
    "Ghanem, Bernard",
    "Van Droogenbroeck, Marc",
    "Kamal, Abdullah",
    "Maglo, Adrien",
    "Clapés, Albert",
    "Abdelaziz, Amr",
    "Xarles, Artur",
    "Orcesi, Astrid",
    "Scott, Atom",
    "Liu, Bin",
    "Lim, Byoungkwon",
    "Chen, Chen",
    "Deuser, Fabian",
    "Yan, Feng",
    "Yu, Fufu",
    "Shitrit, Gal",
    "Wang, Guanshuo",
    "Choi, Gyusik",
    "Kim, Hankyul",
    "Guo, Hao",
    "Fahrudin, Hasby",
    "Koguchi, Hidenari",
    "Ardö, Håkan",
    "Salah, Ibrahim",
    "Yerushalmy, Ido",
    "Muhammad, Iftikar",
    "Uchida, Ikuma",
    "Be'ery, Ishay",
    "Rabarisoa, Jaonary",
    "Lee, Jeongae",
    "Fu, Jiajun",
    "Yin, Jianqin",
    "Xu, Jinghang",
    "Nang, Jongho",
    "Denize, Julien",
    "Li, Junjie",
    "Zhang, Junpei",
    "Kim, Juntae",
    "Synowiec, Kamil",
    "Kobayashi, Kenji",
    "Zhang, Kexin",
    "Habel, Konrad",
    "Nakajima, Kota",
    "Jiao, Licheng",
    "Ma, Lin",
    "Wang, Lizhi",
    "Wang, Luping",
    "Li, Menglong",
    "Zhou, Mengying",
    "Nasr, Mohamed",
    "Abdelwahed, Mohamed",
    "Liashuha, Mykola",
    "Falaleev, Nikolay",
    "Oswald, Norbert",
    "Jia, Qiong",
    "Pham, Quoc-Cuong",
    "Song, Ran",
    "Hérault, Romain",
    "Peng, Rui",
    "Chen, Ruilong",
    "Liu, Ruixuan",
    "Baikulov, Ruslan",
    "Fukushima, Ryuto",
    "Escalera, Sergio",
    "Lee, Seungcheon",
    "Chen, Shimin",
    "Ding, Shouhong",
    "Someya, Taiga",
    "Moeslund, Thomas B.",
    "Li, Tianjiao",
    "Shen, Wei",
    "Zhang, Wei",
    "Li, Wei",
    "Dai, Wei",
    "Luo, Weixin",
    "Zhao, Wending",
    "Zhang, Wenjie",
    "Yang, Xinquan",
    "Ma, Yanbiao",
    "Joo, Yeeun",
    "Zeng, Yingsen",
    "Gan, Yiyang",
    "Zhu, Yongqiang",
    "Zhong, Yujie",
    "Ruan, Zheng",
    "Li, Zhiheng",
    "Huang, Zhijian",
    "Meng, Ziyu"
  ],
  "canonical_links": [
    "https://arxiv.org/abs/2309.06006",
    "https://arxiv.org/pdf/2309.06006"
  ],
  "raw_entry": "raw/ingest/2026-05-05-soccernet-2023-challenges-results/",
  "analysis_note": "raw/ingest/2026-05-05-soccernet-2023-challenges-results/analysis.md",
  "topics": [
    "topics/sports-ai-video-understanding",
    "topics/sports-ai-roadmap",
    "topics/video-understanding"
  ],
  "entities": [
    "entities/sportsmot"
  ],
  "claims": [],
  "questions": []
}