Abnormal Event Detection on UCSD Ped1 (test)
97.4Frame AUCAM-GAN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AM-GANSetup=Classic VAD2021.08 | 97.4 | — | — | — | — | — | — | |
| Sun et al.2017.05 | 93.8 | 65.1 | — | — | — | — | — | |
| Saligrama et al.2017.05 | 92.7 | — | — | — | — | — | — | |
| ST-CAESetup=Classic VAD2021.08 | 92.3 | — | — | — | — | — | — | |
| Xu et al.2017.05 | 92.1 | 67.2 | — | — | — | — | — | |
| WTA-CAESetup=Classic VAD2021.08 | 91.9 | — | — | — | — | — | — | |
| Lu et al.2017.05 | 91.8 | 63.8 | — | — | — | — | — | |
| Zhang et al.2017.05 | 87 | 77 | — | — | — | — | — | |
| SIGNetSetup=Classic VAD2021.08 | 86 | — | — | — | — | — | — | |
| MPNSetup=Classic VAD2021.08 | 85.1 | — | — | — | — | — | — | |
| AttentionSetup=Classic VAD2021.08 | 83.9 | — | — | — | — | — | — | |
| AnomalyNetSetup=Classic VAD2021.08 | 83.5 | — | — | — | — | — | — | |
| DeepOCSetup=Classic VAD2021.08 | 83.5 | — | — | — | — | — | — | |
| Multipath-Pred.Setup=Classic VAD2021.08 | 83.4 | — | — | — | — | — | — | |
| FFPSetup=Classic VAD2021.08 | 83.1 | — | — | — | — | — | — | |
| MLADSetup=Classic VAD2021.08 | 82.3 | — | — | — | — | — | — | |
| Mahadevan et al.2017.05 | 81.8 | 44.1 | — | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Partial mode, Motion Enhancement=false2021.08 | 81.1 | — | — | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Partial mode, Motion Enhancement=true2021.08 | 81.1 | — | — | — | — | — | — | |
| CAESetup=Classic VAD2021.08 | 81 | — | — | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Merge mode, Motion Enhancement=true2021.08 | 80.9 | — | — | — | — | — | — | |
| LBR-SPRSetup=UVAD, Learning Mode=Merge mode, Motion Enhancement=false2021.08 | 79.4 | — | — | — | — | — | — | |
| LSTM-AESetup=Classic VAD2021.08 | 75.5 | — | — | — | — | — | — | |
| CTSSetup=UVAD2021.08 | 71.8 | — | — | — | — | — | — | |
| ORSetup=UVAD2021.08 | 71.7 | — | — | — | — | — | — | |
| Ren et al.2017.05 | 70.7 | 56.2 | — | — | — | — | — | |
| Unmasking frameworklayer=conv52017.05 | 68.4 | 52.5 | — | — | — | — | — | |
| Unmasking frameworkfusion=late fusion2017.05 | 68.4 | 52.4 | — | — | — | — | — | |
| UMSetup=UVAD2021.08 | 68.4 | — | — | — | — | — | — | |
| Unmasking frameworkfeatures=3D gradients2017.05 | 67.8 | 52.3 | — | — | — | — | — | |
| Mehran et al.2017.05 | 67.5 | 19.7 | — | — | — | — | — | |
| DFSetup=UVAD2021.08 | 59.6 | — | — | — | — | — | — | |
| Kim et al.2017.05 | 59 | 20.5 | — | — | — | — | — | |
| Cong et al.2017.05 | — | 46.1 | — | — | — | — | — | |
| Conv-AE2018.04 | — | — | 38 | 6 | 86.3 | — | — | |
| Hinami et al.Input=FG masks2020.01 | — | — | — | — | — | 84.6 | 46.6 | |
| Hinami et al.Input=Flow2020.01 | — | — | — | — | — | 86.5 | 48.3 | |
| IT-AE2018.04 | — | — | 36 | 11 | 76.6 | — | — | |
| Siamese CNN2020.01 | — | — | — | — | — | 90 | 59.2 | |
| STAN (G_theta and D_psi)components=Generator and Discriminator2018.04 | — | — | 37 | 3 | 92.5 | — | — |