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Sports field registration in broadcast videos is typically interpreted as the task of homography estimation, which provides a mapping between a planar field and the corresponding visible area of the image. In contrast to previous…

计算机视觉与模式识别 · 计算机科学 2022-10-04 Jonas Theiner , Ralph Ewerth

Camera calibration in broadcast sports videos presents numerous challenges for accurate sports field registration due to multiple camera angles, varying camera parameters, and frequent occlusions of the field. Traditional search-based…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Marc Gutiérrez-Pérez , Antonio Agudo

Accurately localizing objects in three dimensions (3D) is crucial for various computer vision applications, such as robotics, autonomous driving, and augmented reality. This task finds another important application in sports analytics and,…

计算机视觉与模式识别 · 计算机科学 2023-09-08 Marcello Davide Caio , Gabriel Van Zandycke , Christophe De Vleeschouwer

Camera calibration is a crucial component in the realm of sports analytics, as it serves as the foundation to extract 3D information out of the broadcast images. Despite the significance of camera calibration research in sports analytics,…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Floriane Magera , Thomas Hoyoux , Olivier Barnich , Marc Van Droogenbroeck

With the recent development of Deep Learning applied to Computer Vision, sport video understanding has gained a lot of attention, providing much richer information for both sport consumers and leagues. This paper introduces…

计算机视觉与模式识别 · 计算机科学 2022-08-18 Gabriel Van Zandycke , Vladimir Somers , Maxime Istasse , Carlo Del Don , Davide Zambrano

Occlusion is a long-standing problem in computer vision, particularly in instance segmentation. ACM MMSports 2023 DeepSportRadar has introduced a dataset that focuses on segmenting human subjects within a basketball context and a…

计算机视觉与模式识别 · 计算机科学 2023-11-22 Son Nguyen , Mikel Lainsa , Hung Dao , Daeyoung Kim , Giang Nguyen

This paper presents a unified framework to (i) locate the ball, (ii) predict the pose, and (iii) segment the instance mask of players in team sports scenes. Those problems are of high interest in automated sports analytics, production, and…

Shot charts in basketball analytics provide an indispensable tool for evaluating players' shooting performance by visually representing the distribution of field goal attempts across different court locations. However, conventional methods…

统计方法学 · 统计学 2025-05-16 Luca Scrucca , Dimitris Karlis

Basketball shot location data provide valuable summary information regarding players to coaches, sports analysts, fans, statisticians, as well as players themselves. Represented by spatial points, such data are naturally analyzed with…

统计方法学 · 统计学 2020-11-24 Fan Yin , Jieying Jiao , Guanyu Hu , Jun Yan

Ball 3D localization in team sports has various applications including automatic offside detection in soccer, or shot release localization in basketball. Today, this task is either resolved by using expensive multi-views setups, or by…

计算机视觉与模式识别 · 计算机科学 2023-09-08 Gabriel Van Zandycke , Christophe De Vleeschouwer

The filming of sporting events projects and flattens the movement of athletes in the world onto a 2D broadcast image. The pixel locations of joints in these images can be detected with high validity. Recovering the actual 3D movement of the…

计算机视觉与模式识别 · 计算机科学 2023-04-11 Tobias Baumgartner , Stefanie Klatt

Tracking data is a powerful tool for basketball teams in order to extract advanced semantic information and statistics that might lead to a performance boost. However, multi-person tracking is a challenging task to solve in single-camera…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Adrià Arbués-Sangüesa , Gloria Haro , Coloma Ballester

Real-time 3D trajectory player tracking in sports plays a crucial role in tactical analysis, performance evaluation, and enhancing spectator experience. Traditional systems rely on multi-camera setups, but are constrained by the inherently…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Ryunosuke Hayashi , Kohei Torimi , Rokuto Nagata , Kazuma Ikeda , Ozora Sako , Taichi Nakamura , Masaki Tani , Yoshimitsu Aoki , Kentaro Yoshioka

We propose an optimization-based framework to register sports field templates onto broadcast videos. For accurate registration we go beyond the prevalent feed-forward paradigm. Instead, we propose to train a deep network that regresses the…

计算机视觉与模式识别 · 计算机科学 2020-05-29 Wei Jiang , Juan Camilo Gamboa Higuera , Baptiste Angles , Weiwei Sun , Mehrsan Javan , Kwang Moo Yi

This paper presents CourtMotion, a spatiotemporal modeling framework for analyzing and predicting game events and plays as they develop in professional basketball. Anticipating basketball events requires understanding both physical motion…

计算机视觉与模式识别 · 计算机科学 2025-12-10 Omer Sela , Michael Chertok , Lior Wolf

Tracking sports players is a widely challenging scenario, specially in single-feed videos recorded in tight courts, where cluttering and occlusions cannot be avoided. This paper presents an analysis of several geometric and semantic visual…

计算机视觉与模式识别 · 计算机科学 2019-07-11 Adrià Arbués-Sangüesa , Coloma Ballester , Gloria Haro

Although basketball is a dualistic sport, with all players competing on both offense and defense, almost all of the sport's conventional metrics are designed to summarize offensive play. As a result, player valuations are largely based on…

应用统计 · 统计学 2015-05-29 Alexander Franks , Andrew Miller , Luke Bornn , Kirk Goldsberry

We present BASKET, a large-scale basketball video dataset for fine-grained skill estimation. BASKET contains 4,477 hours of video capturing 32,232 basketball players from all over the world. Compared to prior skill estimation datasets, our…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Yulu Pan , Ce Zhang , Gedas Bertasius

Single-frame sports field registration often serves as the foundation for extracting 3D information from broadcast videos, enabling applications related to sports analytics, refereeing, or fan engagement. As sports fields have rigorous…

计算机视觉与模式识别 · 计算机科学 2025-04-30 Floriane Magera , Thomas Hoyoux , Martin Castin , Olivier Barnich , Anthony Cioppa , Marc Van Droogenbroeck

Multi-object tracking, player identification, and pose estimation are fundamental components of sports analytics, essential for analyzing player movements, performance, and tactical strategies. However, existing datasets and methodologies…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Kazuhiro Yamada , Li Yin , Qingrui Hu , Ning Ding , Shunsuke Iwashita , Jun Ichikawa , Kiwamu Kotani , Calvin Yeung , Keisuke Fujii
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