Sports Analytics

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 31 papers with code (97 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• OpenSTARLab: Open Approach for Spatio-Temporal Agent Data Analysis in Soccer
  5 Feb 2025 4 repositories listed
  OpenSTARLab includes the Pre-processing Package that standardizes event and tracking data through Unified and Integrated Event Data and State-Action-Reward formats, the Event Modeling Package that implements deep…
• Sports Camera Calibration via Synthetic Data
  25 Oct 2018 3 repositories listed
  Here we propose a highly automatic method for calibrating sports cameras from a single image using synthetic data.
• Spiideo SoccerNet SynLoc: Single Frame World Coordinate Athlete Detection and Localization with Synthetic Data
  27 Feb 2025 2 repositories listed
  To promote research that can take benefits of such cameras and produce more precise pitch locations, we introduce the Spiideo SoccerNet SynLoc dataset.
• ShuttleSet: A Human-Annotated Stroke-Level Singles Dataset for Badminton Tactical Analysis
  8 Jun 2023 2 repositories listed
  With the recent progress in sports analytics, deep learning approaches have demonstrated the effectiveness of mining insights into players' tactics for improving performance quality and fan engagement.
• Towards Ball Spin and Trajectory Analysis in Table Tennis Broadcast Videos via Physically Grounded Synthetic-to-Real Transfer
  28 Apr 2025 1 repository listed
  Due to the choice of our input data representation, physically correct synthetic training data, and using targeted augmentations, the network naturally generalizes to real data.
• SoccerNet-v3D: Leveraging Sports Broadcast Replays for 3D Scene Understanding
  14 Apr 2025 1 repository listed
  Our proposed datasets establish new benchmarks for 3D soccer scene understanding, enhancing both spatial and temporal analysis in sports analytics.
• Simulating Tracking Data to Advance Sports Analytics Research
  25 Mar 2025 1 repository listed
  In this demo, we present a method to collect and utilize simulated soccer tracking data from the Google Research Football environment to support the development of models designed for continuous tracking data.
• TrackID3x3: A Dataset and Algorithm for Multi-Player Tracking with Identification and Pose Estimation in 3x3 Basketball Full-court Videos
  24 Mar 2025 1 repository listed
  In this paper, we propose the TrackID3x3 dataset, the first publicly available comprehensive dataset specifically designed for multi-player tracking, player identification, and pose estimation in 3x3 basketball…
• Enhancing Soccer Camera Calibration Through Keypoint Exploitation
  9 Oct 2024 1 repository listed
  Our approach significantly increases the number of usable points for calibration by exploiting line-line and line-conic intersections, points on the conics, and other geometric features.
• A Comprehensive Survey on Inverse Constrained Reinforcement Learning: Definitions, Progress and Challenges
  11 Sep 2024 1 repository listed
  Inverse Constrained Reinforcement Learning (ICRL) is the task of inferring the implicit constraints that expert agents adhere to, based on their demonstration data.
• Efficient Human Pose Estimation: Leveraging Advanced Techniques with MediaPipe
  21 Jun 2024 1 repository listed
  This study presents significant enhancements in human pose estimation using the MediaPipe framework.
• SoccerRAG: Multimodal Soccer Information Retrieval via Natural Queries
  3 Jun 2024 1 repository listed
  The rapid evolution of digital sports media necessitates sophisticated information retrieval systems that can efficiently parse extensive multimodal datasets.
• SoccerNet-Echoes: A Soccer Game Audio Commentary Dataset
  12 May 2024 1 repository listed
  The application of Automatic Speech Recognition (ASR) technology in soccer offers numerous opportunities for sports analytics.
• LWIRPOSE: A novel LWIR Thermal Image Dataset and Benchmark
  16 Apr 2024 1 repository listed
  Human pose estimation faces hurdles in real-world applications due to factors like lighting changes, occlusions, and cluttered environments.
• ActNetFormer: Transformer-ResNet Hybrid Method for Semi-Supervised Action Recognition in Videos
  9 Apr 2024 1 repository listed
  Our framework leverages both labeled and unlabelled data to robustly learn action representations in videos, combining pseudo-labeling with contrastive learning for effective learning from both types of samples.
• Offline Imitation of Badminton Player Behavior via Experiential Contexts and Brownian Motion
  19 Mar 2024 1 repository listed
  (iii) To generate more realistic behavior, RallyNet leverages Geometric Brownian Motion (GBM) to model the interactions between players by introducing a valuable inductive bias for learning player behaviors.
• MUDD: A New Re-Identification Dataset with Efficient Annotation for Off-Road Racers in Extreme Conditions
  14 Nov 2023 1 repository listed
  We analyze the impact of real-world factors including mud, pose, lighting, and more.
• Context-Aware 3D Object Localization from Single Calibrated Images: A Study of Basketballs
  7 Sep 2023 1 repository listed
  Accurately localizing objects in three dimensions (3D) is crucial for various computer vision applications, such as robotics, autonomous driving, and augmented reality.
• Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTM
  14 Jun 2023 1 repository listed
  As artificial intelligence spreads out to numerous fields, the application of AI to sports analytics is also in the spotlight.
• Robust Explainer Recommendation for Time Series Classification
  8 Jun 2023 1 repository listed
  Recently, a great variety of techniques have been proposed and adapted for time series to provide explanation in the form of saliency maps, where the importance of each data point in the time series is quantified with a…
• SportsPose -- A Dynamic 3D sports pose dataset
  4 Apr 2023 1 repository listed
  Accurate 3D human pose estimation is essential for sports analytics, coaching, and injury prevention.
• Where Will Players Move Next? Dynamic Graphs and Hierarchical Fusion for Movement Forecasting in Badminton
  22 Nov 2022 1 repository listed
  To address these challenges, we first introduce the procedure of the Player Movements (PM) graph to exploit the structural movements of players with strategic relations.
• Client-driven Lightweight Method to Generate Artistic Media for Feature-length Sports Videos
  1 Jul 2022 1 repository listed
  This paper proposes a lightweight methodology to attract users and increase views of videos through personalized artistic media i.
• A Survey on Video Action Recognition in Sports: Datasets, Methods and Applications
  2 Jun 2022 1 repository listed
  Finally, we discuss the challenges and unsolved problems in this area and to facilitate sports analytics, we develop a toolbox using PaddlePaddle, which supports football, basketball, table tennis and figure skating…
• SkeleVision: Towards Adversarial Resiliency of Person Tracking with Multi-Task Learning
  2 Apr 2022 1 repository listed
  Person tracking using computer vision techniques has wide ranging applications such as autonomous driving, home security and sports analytics.
• LTC-GIF: Attracting More Clicks on Feature-length Sports Videos
  22 Jan 2022 1 repository listed
  This paper proposes a lightweight method to attract users and increase views of the video by presenting personalized artistic media -- i.
• DeepSportLab: a Unified Framework for Ball Detection, Player Instance Segmentation and Pose Estimation in Team Sports Scenes
  1 Dec 2021 1 repository listed
  In addition to the increased complexity resulting from the multiplication of single-task models, the use of the off-the-shelf models also impedes the performance due to the complexity and specificity of the team sports…
• Unsupervised Learning of Neurosymbolic Encoders
  28 Jul 2021 1 repository listed
  We present a framework for the unsupervised learning of neurosymbolic encoders, which are encoders obtained by composing neural networks with symbolic programs from a domain-specific language.
• From Motor Control to Team Play in Simulated Humanoid Football
  25 May 2021 1 repository listed
  In a sequence of stages, players first learn to control a fully articulated body to perform realistic, human-like movements such as running and turning; they then acquire mid-level football skills such as dribbling and…
• Cracking the Black Box: Distilling Deep Sports Analytics
  4 Jun 2020 1 repository listed
  This paper addresses the trade-off between Accuracy and Transparency for deep learning applied to sports analytics.