Zhang Yuncheng, Qu Ruojie, Girard Olivier
School of Physical Education, Yan'an University, Yan'an, China.
Faculty of Business, Lingnan University, Tuen Mun, Hong Kong SAR, China.
Front Sports Act Living. 2025 Aug 18;7:1632326. doi: 10.3389/fspor.2025.1632326. eCollection 2025.
This study explores the potential of artificial intelligence (AI) to enhance the accuracy and efficiency of video review systems in Taekwondo, addressing limitations in current human-based judgment processes during competitions.
A total of 241 video review cases from the 2024 Paris Olympic Taekwondo competition were analyzed. AI-based judgments were generated using ChatGPT-4.5 and OpenPose deep learning models. The AI-generated penalty decisions were statistically compared to those made by international video review referees using Cohen's Kappa coefficient.
The AI system demonstrated strong agreement with international referees ( = 0.897, < 0.001). Discrepancies occurred in only 9 out of 241 cases, primarily in scenarios involving head strikes with minimal contact or visual occlusion. Additionally, the AI system reduced average review time by approximately 81% by automatically identifying critical frames.
While AI significantly improved efficiency and showed high consistency with expert judgments, human oversight remains crucial for ambiguous or complex cases. A hybrid model-AI-assisted pre-review followed by referee confirmation-is proposed to optimize decision-making. Future developments should focus on real-time detection, multi-angle video integration, and application to other sports such as baseball, basketball, boxing, and judo.
本研究探讨了人工智能(AI)在提高跆拳道视频审查系统的准确性和效率方面的潜力,以解决当前比赛中基于人工判断过程的局限性。
对2024年巴黎奥运会跆拳道比赛的241个视频审查案例进行了分析。使用ChatGPT-4.5和OpenPose深度学习模型生成基于人工智能的判断。使用科恩卡方系数将人工智能生成的判罚决定与国际视频审查裁判做出的决定进行统计学比较。
人工智能系统与国际裁判表现出高度一致性(=0.897,<0.001)。在241个案例中,只有9个案例出现了差异,主要是在涉及头部轻微接触或视觉遮挡的击打场景中。此外,人工智能系统通过自动识别关键帧将平均审查时间减少了约81%。
虽然人工智能显著提高了效率并与专家判断表现出高度一致性,但对于模糊或复杂的案例,人工监督仍然至关重要。建议采用一种混合模型——人工智能辅助预审查然后由裁判确认——以优化决策。未来的发展应侧重于实时检测、多角度视频整合以及应用于棒球、篮球、拳击和柔道等其他运动。