Abnormal Event Detection on UMN dataset
99.7Frame AUC (All Scenes)Sun et al.
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Sun et al.2017.05 | 99.7 | 99.8 | 99.3 | 99.9 | |
| Sun et al.2018.01 | 99.7 | 99.8 | 99.3 | 99.9 | |
| NNC2018.01 | 99.3 | 99.9 | 98.2 | 99.8 | |
| Proposed MethodEvaluation Level=frame-level2017.08 | 99 | — | — | — | |
| Ravanbakhsh et al.2018.01 | 99 | — | — | — | |
| Zhang et al.2017.05 | 98.7 | 99.2 | 98.3 | 98.7 | |
| Zhang et al.2018.01 | 98.7 | 99.2 | 98.3 | 98.7 | |
| Saligrama et al.2017.05 | 98.5 | — | — | — | |
| Saligrama et al.2018.01 | 98.5 | — | — | — | |
| CommotionEvaluation Level=frame-level2017.08 | 98 | — | — | — | |
| Plug-and-Play CNNEvaluation Level=frame-level2017.08 | 98 | — | — | — | |
| Cong et al.2017.05 | 97.8 | 99.5 | 97.5 | 96.4 | |
| Cong et al.2018.01 | 97.8 | 99.5 | 97.5 | 96.4 | |
| Smeureanu et al.2018.01 | 97.1 | 98.8 | 93.6 | 98.9 | |
| Sparse ReconstructionEvaluation Level=frame-level2017.08 | 97 | — | — | — | |
| Mehran et al.2017.05 | 96 | — | — | — | |
| SFMEvaluation Level=frame-level2017.08 | 96 | — | — | — | |
| Mehran et al.2018.01 | 96 | — | — | — | |
| Unmasking frameworkFeatures=late fusion2017.05 | 95.1 | 99.3 | 87.7 | 98.2 | |
| Ionescu et al.2018.01 | 95.1 | 99.3 | 87.7 | 98.2 | |
| Unmasking frameworkFeatures=conv52017.05 | 94.5 | 98.9 | 86.5 | 98.5 | |
| Unmasking frameworkFeatures=3D gradients2017.05 | 94 | 99.7 | 84.9 | 97.4 | |
| Del Giorno et al.2017.05 | 91 | — | — | — | |
| Del Giorno et al.2018.01 | 91 | — | — | — | |
| optical-flowEvaluation Level=frame-level2017.08 | 84 | — | — | — |