Overview

The field turns sports footage into structured information about players, movement, events, tactics, and performance, supporting coaching, officiating, and media. Common approaches combine object detection and tracking with pose estimation, camera calibration, and temporal models such as transformers or interaction graphs for action spotting and trajectory analysis. Benchmarks including SoccerNet and SportsMOT test tracking and event recognition, while newer video-language systems generate commentary and answer questions across longer or multiple camera views. Recognition is improving, but reliable identity tracking, precise temporal grounding, and rule-based or tactical reasoning remain difficult in crowded, long-form, and unfamiliar settings.

Latest papers

CardsList

83 papers9 papers in the last four weeks, down 36% on the four weeks before. 0.1% of all new papers.

  1. Zero-Shot Multimodal Event Spotting in Soccer Broadcasts

    Oct 27, 2026Sadia Kamal, Mahmudul Hasan, Tony BraskichSports Video AnalysisSoccer Analytics

  2. Explaining Basketball Shot Classifications with Grad-CAM: An Investigation of Shortcut Reliance with Spatiotemporal Correlations

    Oct 23, 2026Hongyi Tian, Robin CohenSports Video AnalysisShortcut Learning

  3. Throwing4: Phase-Aware Pose Modeling for Throw-Distance Prediction in Elite Athletics

    Oct 12, 2026Bikash Kumar Badatya, Kartike Tiwari, Jyotirmoy Amin +1Sports Outcome PredictionSports Analytics

  4. Beyond a Single Crop: Contextualized Embeddings for Player Re-Identification

    Oct 9, 2026Ge Luo, Changhuo Yang, Weisi Fan +2Person Re-IdentificationSports Video Analysis

  5. SoccerNet-FoulRet: Retrieving Semantically Similar Soccer Foul Videos

    Oct 7, 2026Jacobus Arthur, Ahmad Sait, Batool Hani +6Video RetrievalSports Video Analysis

  6. Event Detection in Table Tennis Videos using 2D Keypoints

    Oct 6, 2026Rainer Lienhart, Daniel Kienzle, Shin'ichi Satoh +1Sports Video AnalysisTemporal Action Detection

  7. Deep Learning Based Illegal Bowling Action Detection

    Oct 5, 2026Debopom Sutradhar, Niful Islam, Sudipto Mondal +3Sports Video AnalysisVideo Action Recognition

  8. BMASH: Ball-Motion-Aware Soccer Header Spotting

    Sep 30, 2026Ahmed Endris Hasen, Muhammad Shahzad Khan, Nikolaos Passalis +1Sports Video AnalysisVideo Action Recognition

  9. Revisiting Risky Tackle Detection with Vision Transformers

    Sep 28, 2026Syed Ahsan Masud Zaidi, Lior Shamir, Scott DietrichData AugmentationSports Video Analysis

  10. Prompt, Probe, Train, or Annotate? Single-camera sports video understanding in amateur settings

    Sep 23, 2026Sai Varun Kodathala, Prashanth Pollishetty, Jaylen CargillSports Video AnalysisVideo Action Recognition

  11. A 3D Pose-Based Ensemble Framework for Cricket Shot Classification and Automated Biomechanical Analysis

    Sep 22, 2026Sourav Shome, M. D. Ashiquzzaman Rahad, Rameswar DebnathSports Video AnalysisImage Classification

  12. SambaGraph: Action-Reaction Spatio-Temporal Graphs for Soccer Tactical Response Modeling

    Sep 22, 2026Abel A. Reyes-Angulo, Henry O. Velesaca, Steven AraujoSports Video AnalysisSoccer Analytics

  13. Graph-to-Grid (G2G): Continuous-Coordinate Feature Painting for Soccer Pass Surfaces

    Sep 21, 2026Kaan Günay, Orhun GunGraph Representation LearningSports Video Analysis

  14. Rule-Constrained Assignment for Cue-Ball Identification in Broadcast Snooker

    Sep 20, 2026Yuxin Cao, Wei Song, Yuezhong Wu +1Sports Video Analysis

  15. MS-RFD: Multi-Signal Release Frame Detection in Hammer Throw from Reconstructed 3D Trajectories

    Sep 16, 2026Ahmed Endris Hasen, Nikolaos Passalis, Tomi Vanttinen +1Sports Video Analysis

  16. Audio for Sports Highlight Detection: A Comparative Empirical Study

    Sep 15, 2026Hao Xu, Meenakshi Sarkar, Vishnu Raj +1Sports Video AnalysisAudio-Visual Understanding

  17. SGWIB:Sliced Gromov-Wasserstein Information Bottleneck for Video Highlight Detection

    Sep 12, 2026Hanjuan Huang, Yung-Chieh Yeh, Hsing-Kuo PaoTemporal Video UnderstandingInformation Bottleneck

  18. Field Converter: Geometry-Initialized Temporal Residual Refinement for World-Grounded Player Pose Estimation from Soccer Broadcasts

    Sep 9, 2026Simon Khan, Laurent Gajny, Jennyfer Lecompte +1Sports Video Analysis3D Human Pose Estimation

  19. Hierarchical Possession-Aware Graph Pointer Network for Pass Receiver Selection

    Sep 4, 2026Jingyi Wang, Da Li, Kaixin Wang +1Pointer NetworksGraph Neural Networks

  20. A Top-Down Framework for Metric-Scale Athlete Localization from Single Broadcast Frames

    Sep 2, 2026Thanh-Khoi Nguyen, Hoang-Phuc Nguyen, Linh-Huynh +1Sports Video AnalysisHuman Pose Estimation

  21. Towards Comprehensive Basketball Understanding

    Aug 24, 2026Yirong Hu, Jiayuan Rao, Yu Zhang +2Sports Video AnalysisMultimodal QA

  22. StreamSoccer: Event-Driven Memory for Streaming Soccer Commentary

    Aug 20, 2026Chenxi Shao, Bozhong Wang, Jiaxin Huang +6Streaming Video UnderstandingMemory-Augmented Video Understanding

  23. PL-NBA: A Possession-level Universal Basketball Video Dataset Supporting Multiple Visual Understanding Tasks

    Aug 20, 2026Yunhao Zhao, Haoying Sun, Jiarui Li +5Sports Video AnalysisVideo Action Recognition

  24. CAS-FD: Contact-Aware Temporal Sampling for Single-View Foul vs Dive Recognition

    Aug 17, 2026Md. Jahidul Islam, Mahfujul Alam, Md. Nazmul Islam Seyam +1Sports Video AnalysisVideo Action Recognition

  25. Training-Free Long-Term Multi-Object Tracking for Sports Video Analytics

    Aug 16, 2026Tomasz Stanczyk, Seongro Yoon, Francois BremondMulti-Object TrackingSports Video Analysis

  26. TennisVAR: A Stroke-Evidence-Grounded Multimodal Large Language Model for Tactical Reasoning in Tennis Videos

    Aug 13, 2026Yifan Mei, Qingling Shi, Changli Wu +3Sports Video AnalysisMultimodal Large Language Models