Datasets › HR-UBnormal
HR-UBnormal
The Human Related version of UBnormal ("UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection," Acsintoae et al.) was introduced by Flaborea et al. in the paper "Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection".
Benchmarks archive 2025-07-28
All 1 leaderboard 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 | ||||
|---|---|---|---|---|---|---|
| Video Anomaly Detection | HR-UBnormal | MoCoDAD AUC 68.4 | Multimodal Motion Conditioned Diffusion Model for... | aleflabo/MoCoDAD | 8 | Compare |
Papers archive 2025-07-28
6 shown of 6 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 | |||
|---|---|---|---|---|
| Holistic Representation Learning for Multitask Trajectory Anomaly Detection | 1 | 1 | 3 Nov 2023 | not harvested |
| Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection | 1 | 1 | 14 Jul 2023 | ran 6 of 8 samples (2 unverified) |
| Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection | 1 | 3 | 23 Jan 2023 | ran 2 of 4 samples (2 unverified) |
| BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection | 1 | 1 | 5 Jul 2022 | ran 2 of 2 samples (0 unverified; 2 pointer-only for licence) |
| Graph Embedded Pose Clustering for Anomaly Detection | 1 | 1 | 26 Dec 2019 | not harvested |
| Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos | 1 | 1 | 8 Mar 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
- HR-UBnormal
1 variant name, as the archive lists them.
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