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Sports professionals constantly under pressure to perform at the highest level can benefit from sports analysis, which allows coaches and players to reduce manual efforts and systematically evaluate their performance using automated tools.…

计算机视觉与模式识别 · 计算机科学 2023-08-03 Yu-Hang Chien , Fang Yu

Recent techniques for analyzing sports precisely has stimulated various approaches to improve player performance and fan engagement. However, existing approaches are only able to evaluate offline performance since testing in real-time…

机器学习 · 计算机科学 2022-11-23 Li-Chun Huang , Nai-Zen Hseuh , Yen-Che Chien , Wei-Yao Wang , Kuang-Da Wang , Wen-Chih Peng

Analysis of player movements is a crucial subset of sports analysis. Existing player movement analysis methods use recorded videos after the match is over. In this work, we propose an end-to-end framework for player movement analysis for…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Nitin Nilesh , Tushar Sharma , Anurag Ghosh , C. V. Jawahar

In the competitive realm of sports, optimal performance necessitates rigorous management of nutrition and physical conditioning. Specifically, in badminton, the agility and precision required make it an ideal candidate for motion analysis…

人机交互 · 计算机科学 2024-03-15 Dhruv Toshniwal , Arpit Patil , Nancy Vachhani

The increasing demand for analyzing the insights in sports has stimulated a line of productive studies from a variety of perspectives, e.g., health state monitoring, outcome prediction. In this paper, we focus on objectively judging what…

机器学习 · 计算机科学 2021-12-03 Wei-Yao Wang , Hong-Han Shuai , Kai-Shiang Chang , Wen-Chih Peng

In the dynamic and rapid tactic involvements of turn-based sports, badminton stands out as an intrinsic paradigm that requires alter-dependent decision-making of players. While the advancement of learning from offline expert data in…

人工智能 · 计算机科学 2024-08-06 Kuang-Da Wang , Wei-Yao Wang , Ping-Chun Hsieh , Wen-Chih Peng

Sports video data is recorded for nearly every major tournament but remains archived and inaccessible to large scale data mining and analytics. It can only be viewed sequentially or manually tagged with higher-level labels which is time…

计算机视觉与模式识别 · 计算机科学 2017-12-27 Anurag Ghosh , Suriya Singh , C. V. Jawahar

Agent forecasting systems have been explored to investigate agent patterns and improve decision-making in various domains, e.g., pedestrian predictions and marketing bidding. Badminton represents a fascinating example of a multifaceted…

人工智能 · 计算机科学 2023-12-19 Wei-Yao Wang , Wen-Chih Peng , Wei Wang , Philip S. Yu

This article introduces a novel approach to shuttlecock hitting event detection. Instead of depending on generic methods, we capture the hitting action of players by reasoning over a sequence of images. To learn the features of hitting…

计算机视觉与模式识别 · 计算机科学 2023-06-21 Yu-Hsi Chen

Ball recognition and tracking have traditionally been the main focus of computer vision researchers as a crucial component of sports video analysis. The difficulties, such as the small ball size, blurry appearance, quick movements, and so…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Xinyu Wang , Jianwei Li

The increasing use of artificial intelligence (AI) technology in turn-based sports, such as badminton, has sparked significant interest in evaluating strategies through the analysis of match video data. Predicting future shots based on past…

人工智能 · 计算机科学 2024-04-09 Minwoo Seong , Jeongseok Oh , SeungJun Kim

Computer vision based object tracking has been used to annotate and augment sports video. For sports learning and training, video replay is often used in post-match review and training review for tactical analysis and movement analysis. For…

Evaluating badminton performance often requires expert coaching, which is rarely accessible for amateur players. We present BadminSense, a smartwatch-based system for fine-grained badminton performance analysis using wearable sensing.…

人机交互 · 计算机科学 2026-03-25 Taizhou Chen , Kai Chen , Xingyu Liu , Pingchuan Ke , Zhida Sun

Understanding tactical dynamics in badminton requires analyzing entire matches rather than isolated clips. However, existing badminton datasets mainly focus on short clips or task-specific annotations and rarely provide full-match data with…

计算机视觉与模式识别 · 计算机科学 2026-03-27 Ning Ding , Keisuke Fujii , Toru Tamaki

Trajectory estimation is a fundamental component of racket sport analytics, as the trajectory contains information not only about the winning and losing of each point, but also how it was won or lost. In sports such as badminton, players…

计算机视觉与模式识别 · 计算机科学 2022-05-19 Paul Liu , Jui-Hsien Wang

Tactical understanding in badminton involves interpreting not only individual actions but also how tactics are dynamically executed over time. In this paper, we propose \textbf{Shot2Tactic-Caption}, a novel framework for semantic and…

计算机视觉与模式识别 · 计算机科学 2025-10-17 Ning Ding , Keisuke Fujii , Toru Tamaki

The CoachAI Badminton 2023 Track1 initiative aim to automatically detect events within badminton match videos. Detecting small objects, especially the shuttlecock, is of quite importance and demands high precision within the challenge. Such…

计算机视觉与模式识别 · 计算机科学 2024-02-15 Po-Yung Chou , Yu-Chun Lo , Bo-Zheng Xie , Cheng-Hung Lin , Yu-Yung Kao

Badminton is known as one of the fastest racket sports in the world. Despite doubles matches being more prevalent in international tournaments than singles, previous research has mainly focused on singles due to the challenges in data…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Seungheon Baek , Jinhyuk Yun

We present ShuttleEnv, an interactive and data-driven simulation environment for badminton, designed to support reinforcement learning and strategic behavior analysis in fast-paced adversarial sports. The environment is grounded in…

人工智能 · 计算机科学 2026-03-19 Ang Li , Xinyang Gong , Bozhou Chen , Yunlong Lu , Jiaming Ji , Yongyi Wang , Yaodong Yang , Wenxin Li

This study proposes a simple method for multi-object tracking (MOT) of players in a badminton court. We leverage two off-the-shelf cameras, one on the top of the court and the other on the side of the court. The one on the top is to track…

计算机视觉与模式识别 · 计算机科学 2023-08-10 Young-Ching Chou , Shen-Ru Zhang , Bo-Wei Chen , Hong-Qi Chen , Cheng-Kuan Lin , Yu-Chee Tseng
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