Datasets › Street Scene
Street Scene
Street Scene is a dataset for video anomaly detection. Street Scene consists of 46 training and 35 testing high resolution 1280×720 video sequences taken from a USB camera overlooking a scene of a two-lane street with bike lanes and pedestrian sidewalks during daytime. The dataset is challenging because of the variety of activity taking place such as cars driving, turning, stopping and parking; pedestrians walking, jogging and pushing strollers; and bikers riding in bike lanes. In addition the videos contain changing shadows, moving background such as a flag and trees blowing in the wind, and occlusions caused by trees and large vehicles. There are a total of 56,847 frames for training and 146,410 frames for testing, extracted from the original videos at 15 frames per second. The dataset contains a total of 205 naturally occurring anomalous events ranging from illegal activities such as jaywalking and illegal U-turns to simply those that do not occur in the training set such as pets being walked and a metermaid ticketing a car.
Source: A Survey of Single-SceneVideo Anomaly Detection Image Source: https://www.merl.com/demos/video-anomaly-detection
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 | Street Scene | PGM AUC 72.7 | Bounding Boxes and Probabilistic Graphical Models: Video... | milestonesys-research/vad-with-pgms | 1 | Compare |
| Video Anomaly Detection | Street Scene | PGM AUC 72.7 | Bounding Boxes and Probabilistic Graphical Models: Video... | milestonesys-research/vad-with-pgms | 1 | Compare |
| Video-to-Video Synthesis | Street Scene | Few-shot Video-to-Video FID 144.24 | Few-shot Video-to-Video Synthesis | NVlabs/few-shot-vid2vid +5 | 1 | Compare |
Papers archive 2025-07-28
2 shown of 2 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 26. 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 | |||
|---|---|---|---|---|
| Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified | 1 | 2 | 8 Jul 2024 | not harvested |
| Few-shot Video-to-Video Synthesis | 6 | 1 | 28 Oct 2019 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Street Scene
1 variant name, as the archive lists them.
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