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Source note · Updated 2026-07-12

SoccerNet 2022 Challenges Results足球视频理解挑战早期基线

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

SoccerNet 2022 Challenges Results：六任务挑战协议与结果

会议：MMSports 2022
全文深读：analysis.md

一句话结论

这篇官方 challenge report 用私有 challenge set 汇总六项任务；它可靠记录 2022 协议与榜单，但不是统一方法论文，且各队训练预算、预训练、ensemble 与适配方式并未受控。

挑战结构

  • 统一采用 train / validation / public test / private challenge 四层；
  • 67 队共提交 637 个结果；
  • private labels 隔离，但重复试榜、目标域无监督适配及未披露的 game-disjoint 审计仍构成公平性边界。

六项核心结果

任务数据/协议2022 私有榜最佳关键边界
Action spotting500 场、110,458 actions、17 类；另 50 场 challenge；tight 1–5stight Avg-mAP 67.81时间容差命中不等于规则/因果理解
Replay grounding同 500+50 场；replay→live；tight/loose Avg-APtight 45.33仅一队提交；赢家 loose 低于 baseline
Field localizationSoccerNet-v3 spatial frames；端点 AF@5/10/2087.61测图像场线端点，不是 calibration
Camera calibration2D polyline reprojection + completeness83.96无 camera GT，且混入场线检测质量
Player ReID340,993 thumbnails、400 场、6 联赛mAP 91.68action 内检索，不是整场真实身份
Tracking150×30s clips，提供 GT boxes，只做 associationHOTA 93.64不能与 2023 end-to-end HOTA 比

关键协议变化

2022 tracking leaderboard 的 DetA 接近 100，原因是 boxes 已给定；冠军 Kalisteo 的 93.64 HOTA 主要衡量短轨生成与离线 ReID 合并。2023 才转成 detection+association end-to-end，因此跨年度分数下降不能解读为算法退步。

泄漏、成本与复现边界

  • ReID 部分队伍对 challenge images 做无监督 domain adaptation，属于 transductive use；
  • 总计 637 次提交会放大 leaderboard-selection bias；
  • 报告未逐任务证明 game/league/stadium/broadcast-source disjoint；
  • 各队外部预训练、模型融合与后处理不同；
  • 未统一报告 GPU-hours、参数量、FPS、内存、能耗、随机种子或置信区间。

证据边界

这是官方年度快照，可用于引用“2022 任务、指标、私有榜结果”。赢家摘要经组织者检查规则，但不等于独立复现；六项不同 metric 不可平均；2022 SOTA 不代表当前上限。

对羽毛球的影响

可迁移 private challenge、tight/loose 时间容差、association-only/end-to-end 双层协议、DetA/AssA 分解和 geometry reprojection。足球场尺度、广播机位、球衣 ReID、动作 taxonomy 与所有榜单数值均不得外推羽毛球。

证据评级

  • 官方协议/榜单：A-
  • 冠军方法摘要：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-2022-challenges-results/paper.pdf（17 页）
  • raw/ingest/2026-05-05-soccernet-2022-challenges-results/paper-text.md
  • raw/ingest/2026-05-05-soccernet-2022-challenges-results/analysis.md
  • DOI：10.1145/3552437.3555703

相关页面

Metadata
{
  "id": "2026-05-05-soccernet-2022-challenges-results",
  "type": "source",
  "title": "SoccerNet 2022 Challenges Results：足球视频理解挑战早期基线",
  "status": "reviewed",
  "created": "2026-05-05",
  "updated": "2026-07-12",
  "venue": "MMSports 2022",
  "published_at": "2022-10-05",
  "ingested_at": "2026-05-05",
  "tags": [
    "near-cvpr-2025",
    "video-understanding",
    "benchmarking",
    "primary-source"
  ],
  "note_status": "reviewed",
  "source_type": "paper",
  "authors": [
    "Giancola, Silvio",
    "Cioppa, Anthony",
    "Deliège, Adrien",
    "Magera, Floriane",
    "Somers, Vladimir",
    "Kang, Le",
    "Zhou, Xin",
    "Barnich, Olivier",
    "De Vleeschouwer, Christophe",
    "Alahi, Alexandre",
    "Ghanem, Bernard",
    "Van Droogenbroeck, Marc",
    "Darwish, Abdulrahman",
    "Maglo, Adrien",
    "Clapés, Albert",
    "Luyts, Andreas",
    "Boiarov, Andrei",
    "Xarles, Artur",
    "Orcesi, Astrid",
    "Shah, Avijit",
    "Fan, Baoyu",
    "Comandur, Bharath",
    "Chen, Chen",
    "Zhang, Chen",
    "Zhao, Chen",
    "Lin, Chengzhi",
    "Chan, Cheuk-Yiu",
    "Hui, Chun Chuen",
    "Li, Dengjie",
    "Yang, Fan",
    "Liang, Fan",
    "Da, Fang",
    "Yan, Feng",
    "Yu, Fufu",
    "Wang, Guanshuo",
    "Chan, H. Anthony",
    "Zhu, He",
    "Kan, Hongwei",
    "Chu, Jiaming",
    "Hu, Jianming",
    "Gu, Jianyang",
    "Chen, Jin",
    "Soares, João V. B.",
    "Theiner, Jonas",
    "De Corte, Jorge",
    "Brito, José Henrique",
    "Zhang, Jun",
    "Li, Junjie",
    "Liang, Junwei",
    "Shen, Leqi",
    "Ma, Lin",
    "Chen, Lingchi",
    "Marques, Miguel Santos",
    "Azatov, Mike",
    "Kasatkin, Nikita",
    "Wang, Ning",
    "Jia, Qiong",
    "Pham, Quoc Cuong",
    "Ewerth, Ralph",
    "Song, Ran",
    "Li, Rengang",
    "Gade, Rikke",
    "Debien, Ruben",
    "Zhang, Runze",
    "Lee, Sangrok",
    "Escalera, Sergio",
    "Jiang, Shan",
    "Odashima, Shigeyuki",
    "Chen, Shimin",
    "Masui, Shoichi",
    "Ding, Shouhong",
    "Chan, Sin-wai",
    "Chen, Siyu",
    "El-Shabrawy, Tallal",
    "He, Tao",
    "Moeslund, Thomas B.",
    "Siu, Wan-Chi",
    "Zhang, Wei",
    "Li, Wei",
    "Wang, Xiangwei",
    "Tan, Xiao",
    "Li, Xiaochuan",
    "Wei, Xiaolin",
    "Ye, Xiaoqing",
    "Liu, Xing",
    "Wang, Xinying",
    "Guo, Yandong",
    "Zhao, Yaqian",
    "Yu, Yi",
    "Li, Yingying",
    "He, Yue",
    "Zhong, Yujie",
    "Guo, Zhenhua",
    "Li, Zhiheng"
  ],
  "canonical_links": [
    "https://arxiv.org/abs/2210.02365",
    "https://arxiv.org/pdf/2210.02365"
  ],
  "raw_entry": "raw/ingest/2026-05-05-soccernet-2022-challenges-results/",
  "analysis_note": "raw/ingest/2026-05-05-soccernet-2022-challenges-results/analysis.md",
  "topics": [
    "topics/sports-ai-video-understanding",
    "topics/sports-ai-roadmap",
    "topics/video-understanding"
  ],
  "entities": [
    "entities/sportsmot"
  ],
  "claims": [],
  "questions": []
}