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Accurate analysis of combat sports using computer vision has gained traction in recent years, yet the development of robust datasets remains a major bottleneck due to the dynamic, unstructured nature of actions and variations in recording…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Rahul Kumar , Vipul Baghel , Sudhanshu Singh , Bikash Kumar Badatya , Shivam Yadav , Babji Srinivasan , Ravi Hegde

In competitive combat sports like boxing, analyzing a boxers's performance statics is crucial for evaluating the quantity and variety of punches delivered during bouts. These statistics provide valuable data and feedback, which are…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Shashikanta Sahoo

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…

Artificial Intelligence · Computer Science 2024-04-09 Minwoo Seong , Jeongseok Oh , SeungJun Kim

Recent multimodal large language models (MLLMs) have shown strong capabilities in general video understanding, driving growing interest in automatic sports commentary generation. However, existing benchmarks for this task focus exclusively…

Computer Vision and Pattern Recognition · Computer Science 2026-04-07 Kaiwen Wang , Kaili Zheng , Rongrong Deng , Yiming Shi , Chenyi Guo , Ji Wu

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…

Human-Computer Interaction · Computer Science 2024-03-15 Dhruv Toshniwal , Arpit Patil , Nancy Vachhani

Understanding the world and explaining it with scientific theories is a central aspiration of artificial intelligence research. Proposing theories, designing experiments to test them, and then revising them based on data are fundamental to…

Machine Learning · Computer Science 2025-10-16 Kanishk Gandhi , Michael Y. Li , Lyle Goodyear , Agam Bhatia , Louise Li , Aditi Bhaskar , Mohammed Zaman , Noah D. Goodman

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…

Computer Vision and Pattern Recognition · Computer Science 2017-12-27 Anurag Ghosh , Suriya Singh , C. V. Jawahar

Over summer 2024, the world will be looking at Paris to encourage their favorite athletes win the Olympic gold medal. In handball, few nations will fight hard to win the precious metal with speculations predicting the victory for France or…

Applications · Statistics 2024-07-24 Florian Felice

Classifying fine-grained actions in fast-paced, close-combat sports such as fencing and boxing presents unique challenges due to the complexity, speed, and nuance of movements. Traditional methods reliant on pose estimation or fancy sensor…

Computer Vision and Pattern Recognition · Computer Science 2024-12-24 Christopher Lai , Jason Mo , Haotian Xia , Yuan-fang Wang

Continuous tracking of boxers across multiple training sessions helps quantify traits required for the well-known ten-point-must system. However, continuous tracking of multiple athletes across multiple training sessions remains a…

Computer Vision and Pattern Recognition · Computer Science 2023-11-21 A. S. Karthikeyan , Vipul Baghel , Anish Monsley Kirupakaran , John Warburton , Ranganathan Srinivasan , Babji Srinivasan , Ravi Sadananda Hegde

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…

Computer Vision and Pattern Recognition · Computer Science 2019-07-31 Tzu-Han Hsu , Ching-Hsuan Chen , Nyan Ping Ju , Tsì-Uí İk , Wen-Chih Peng , Chih-Chuan Wang , Yu-Shuen Wang , Yuan-Hsiang Lin , Yu-Chee Tseng , Jiun-Long Huang , Yu-Tai Ching

The evolution of Artificial Intelligence (AI) has been significantly accelerated by advancements in Large Language Models (LLMs) and Large Multimodal Models (LMMs), gradually showcasing potential cognitive reasoning abilities in…

Olympic Taekwondo has faced challenges in spectator engagement due to static, defensive gameplay and contentious scoring. Current Protector and Scoring Systems (PSS) rely on impact sensors and simplistic logic, encouraging safe strategies…

Systems and Control · Electrical Eng. & Systems 2025-12-16 Jamsheed Mistri

Recently, Artificial Intelligence (AI) technology use has been rising in sports to reach decisions of various complexity. At a relatively low complexity level, for example, major tennis tournaments replaced human line judges with Hawk-Eye…

Theoretical Economics · Economics 2024-07-19 Nejat Anbarci , Mehmet S. Ismail

World models aim to understand, remember, and predict dynamic visual environments, yet a unified benchmark for evaluating their fundamental abilities remains lacking. To address this gap, we introduce MIND, the first open-domain closed-loop…

Computer Vision and Pattern Recognition · Computer Science 2026-02-12 Yixuan Ye , Xuanyu Lu , Yuxin Jiang , Yuchao Gu , Rui Zhao , Qiwei Liang , Jiachun Pan , Fengda Zhang , Weijia Wu , Alex Jinpeng Wang

Recent AI systems have achieved gold-medal-level performance on the International Mathematical Olympiad, demonstrating remarkable proficiency at competition-style problem solving. However, competition mathematics represents only a narrow…

Artificial Intelligence · Computer Science 2026-04-09 Suhaas Garre , Erik Knutsen , Sushant Mehta , Edwin Chen

Coaching technology, wearables and exergames can provide quantitative feedback based on measured activity, but there is little evidence of qualitative feedback to aid technique improvement. To achieve personalised qualitative feedback, we…

Human-Computer Interaction · Computer Science 2019-03-11 Boris Bačić , Patria Hume

We propose a novel framework for accurate 3D human pose estimation in combat sports using sparse multi-camera setups. Our method integrates robust multi-view 2D pose tracking via a transformer-based top-down approach, employing epipolar…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Hossein Feiz , David Labbé , Thomas Romeas , Jocelyn Faubert , Sheldon Andrews

Many semantic events in team sport activities e.g. basketball often involve both group activities and the outcome (score or not). Motion patterns can be an effective means to identify different activities. Global and local motions have…

Computer Vision and Pattern Recognition · Computer Science 2020-07-14 Lifang Wu , Zhou Yang , Qi Wang , Meng Jian , Boxuan Zhao , Junchi Yan , Chang Wen Chen

Medical data poses a daunting challenge for AI algorithms: it exists in many different modalities, experiences frequent distribution shifts, and suffers from a scarcity of examples and labels. Recent advances, including transformers and…

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