Datasets › UBI-Fights
UBI-Fights (Abnormal Event Detection Dataset)
UBI-Fights - Concerning a specific anomaly detection and still providing a wide diversity in fighting scenarios, the UBI-Fights dataset is a unique new large-scale dataset of 80 hours of video fully annotated at the frame level. Consisting of 1000 videos, where 216 videos contain a fight event, and 784 are normal daily life situations. All unnecessary video segments (e.g., video introductions, news, etc.) that could disturb the learning process were removed.
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Semi-supervised Anomaly Detection | UBI-Fights | SS-Model + WS-Model + Sultani et al. AUC 0.846 | Iterative weak/self-supervised classification framework... | DegardinBruno/human_self_learning_anomaly | 7 | Compare |
| Abnormal Event Detection In Video | UBI-Fights | GMM AUC 0.906 | Weakly and Partially Supervised Learning Frameworks for... | DegardinBruno/human_self_learning_anomaly | 6 | Compare |
Papers archive 2025-07-28
7 shown of 7 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 7. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Iterative weak/self-supervised classification framework for abnormal events detection | 1 | 2 | 3 Jan 2021 | not harvested |
| Weakly and Partially Supervised Learning Frameworks for Anomaly Detection | 1 | 1 | 23 Jul 2020 | not harvested |
| Generative Neural Networks for Anomaly Detection in Crowded Scenes | 1 | 2 | 29 Oct 2018 | not harvested |
| Real-world Anomaly Detection in Surveillance Videos | 9 | 2 | 12 Jan 2018 | ran 4 of 6 samples (2 unverified; 4 pointer-only for licence) |
| Abnormal Event Detection in Videos using Generative Adversarial Nets | 0 | 2 | 31 Aug 2017 | not harvested |
| Abnormal Event Detection in Videos using Spatiotemporal Autoencoder | 5 | 2 | 6 Jan 2017 | ran 2 of 3 samples (1 unverified; 3 pointer-only for licence) |
| Learning Temporal Regularity in Video Sequences | 2 | 2 | 15 Apr 2016 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Public
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- UBI-Fights
1 variant name, as the archive lists them.
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