Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TrajREC | 89.4 | No | Holistic Representation Learning for Multitask T... | 2023-11-03 | Code |
| 2 | MoCoDAD | 89 | No | Multimodal Motion Conditioned Diffusion Model fo... | 2023-07-14 | Code |
| 3 | Multi-timescale Prediction | 88.33 | No | Multi-timescale Trajectory Prediction for Abnorm... | 2019-08-12 | - |
| 4 | COSKAD-euclidean | 87.8 | No | Contracting Skeletal Kinematics for Human-Relate... | 2023-01-23 | Code |
| 5 | COSKAD-hyperbolic | 87.3 | No | Contracting Skeletal Kinematics for Human-Relate... | 2023-01-23 | Code |
| 6 | BiPOCO | 87 | No | BiPOCO: Bi-Directional Trajectory Prediction wit... | 2022-07-05 | Code |
| 7 | MPED-RNN | 86.3 | No | Learning Regularity in Skeleton Trajectories for... | 2019-03-08 | Code |
| 8 | Pred | 86.2 | No | Future Frame Prediction for Anomaly Detection --... | 2017-12-28 | Code |
| 9 | Conv-AE | 84.8 | No | Learning Temporal Regularity in Video Sequences | 2016-04-15 | Code |
| 10 | COSKAD-radial | 82.2 | No | Contracting Skeletal Kinematics for Human-Relate... | 2023-01-23 | Code |
| 11 | GEPC | 58.1 | No | Graph Embedded Pose Clustering for Anomaly Detec... | 2019-12-26 | Code |