Datasets › UCF-Crime
UCF-Crime
The UCF-Crime dataset is a large-scale dataset of 128 hours of videos. It consists of 1900 long and untrimmed real-world surveillance videos, with 13 realistic anomalies including Abuse, Arrest, Arson, Assault, Road Accident, Burglary, Explosion, Fighting, Robbery, Shooting, Stealing, Shoplifting, and Vandalism. These anomalies are selected because they have a significant impact on public safety.
This dataset can be used for two tasks. First, general anomaly detection considering all anomalies in one group and all normal activities in another group. Second, for recognizing each of 13 anomalous activities.
Source: Video Anomaly Dection Dataset
Benchmarks archive 2025-07-28
All 3 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 | ||||
|---|---|---|---|---|---|---|
| Anomaly Detection In Surveillance Videos | UCF-Crime | STEAD-Base ROC AUC 91.34 | STEAD: Spatio-Temporal Efficient Anomaly Detection for... | agao8/STEAD | 21 | Compare |
| Anomaly Detection | UCF-Crime | MULDE-frame-centric-micro-one-class-classification AUC 78.5% | MULDE: Multiscale Log-Density Estimation via Denoising... | jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection | 1 | Compare |
| Video Anomaly Detection | UCF-Crime | MULDE-frame-centric-micro-one-class-classification AUC 78.5% | MULDE: Multiscale Log-Density Estimation via Denoising... | jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection | 1 | Compare |
Papers archive 2025-07-28
19 shown of 19 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 142. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- UCF-Crime
1 variant name, as the archive lists them.
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