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".
Variants: HR-UBnormal
This dataset is used in 1 benchmark:
| Task | Model | Paper | Date |
|---|---|---|---|
| Video Anomaly Detection | TrajREC | Holistic Representation Learning for Multitask … | 2023-11-03 |
| Video Anomaly Detection | MoCoDAD | Multimodal Motion Conditioned Diffusion Model … | 2023-07-14 |
| Video Anomaly Detection | COSKAD-euclidean | Contracting Skeletal Kinematics for Human-Related … | 2023-01-23 |
| Video Anomaly Detection | COSKAD-radial | Contracting Skeletal Kinematics for Human-Related … | 2023-01-23 |
| Video Anomaly Detection | COSKAD-hyperbolic | Contracting Skeletal Kinematics for Human-Related … | 2023-01-23 |
| Video Anomaly Detection | BiPOCO | BiPOCO: Bi-Directional Trajectory Prediction with … | 2022-07-05 |
| Video Anomaly Detection | GEPC | Graph Embedded Pose Clustering for … | 2019-12-26 |
| Video Anomaly Detection | MPED-RNN | Learning Regularity in Skeleton Trajectories … | 2019-03-08 |
Recent papers with results on this dataset: