Research map / Video / Video segmentation and tracking
Predicting Soccer Highlights from Spatio-Temporal Match Event Streams
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add indirect (attempt-based) probability estimation (ablation) | POGBA vs SpatTempDir · Soccer highlight prediction (25 matches, leave-one-match-out) | F1: 0.50 -> 0.51 | Helped |
| add indirect probability estimation to spatial-only model (ablation) | SpatDir · Soccer highlight prediction (25 matches, leave-one-match-out) | F1: 0.36 -> 0.40 | Helped |
| add spatio-temporal data to direct model (ablation) | SpatDir · Soccer highlight prediction (25 matches, leave-one-match-out) | F1: 0.36 -> 0.50 | Helped |
| add spatio-temporal data to indirect model (ablation) | SpatIndir · Soccer highlight prediction (25 matches, leave-one-match-out) | F1: 0.40 -> 0.51 | Helped |
| add indirect estimation to spatial-only model (ablation) | SpatDir · Soccer highlight prediction (25 matches, leave-one-match-out) | precision: 0.34 -> 0.36 | Mixed |
| use DTW instead of Euclidean distance in nearest neighbors (ablation) | goal attempt predictor · Goal attempt prediction | AUROC: 0.6 -> 0.8 | Helped |
| swap probabilistic classifier for P(goal|attempt) (ablation) | POGBA · Goal probability estimation | AUROC: 0.73 to 0.79 | No clear effect |
Closest papers by meaning
- Towards Universal Soccer Video Understanding (CVPR 2025 · similarity 0.85)
- SoccerMaster: A Vision Foundation Model for Soccer Understanding (CVPR 2026 · similarity 0.82)
- Event2Tracking: Reconstructing Multi-Agent Soccer Trajectories Using Long-Term Multimodal Context (AAAI 2025 · similarity 0.81)
- Precise Event Spotting in Sports Videos: Solving Long-Range Dependency and Class Imbalance (CVPR 2025 · similarity 0.80)
- Sports-Traj: A Unified Trajectory Generation Model for Multi-Agent Movement in Sports (ICLR 2025 · similarity 0.78)
- SportR: A Benchmark for Multimodal Large Language Model Reasoning in Sports (ICLR 2026 · similarity 0.78)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.