Abnormal Event Detection on UCSD Ped1
0.974AUCProposed Method
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Proposed Method2017.08 | 0.974 | — | — | 0.08 | — | — | — | |
| Plug-and-Play CNN2017.08 | 0.957 | — | — | 0.08 | — | — | — | |
| Method [60]2016.04 | 0.927 | — | — | 0.16 | — | — | — | |
| AMDN (double fusion)fusion=double fusion2017.08 | 0.921 | — | — | 0.16 | — | — | — | |
| Detection at 150fps2017.08 | 0.918 | — | — | 0.15 | — | — | — | |
| Spatiotemporal Autoencoder2017.01 | 0.899 | — | — | 0.125 | — | — | — | |
| FoGAMethod Category=Multi-Pred., FPS=1102026.01 | 0.874 | — | — | — | — | — | — | |
| BiSPMethod Category=Multi-Pred., FPS=452026.01 | 0.863 | — | — | — | — | — | — | |
| SIGnetMethod Category=Multi-Pred.2026.01 | 0.86 | — | — | — | — | — | — | |
| DAST-NetMethod Category=Recon., FPS=222026.01 | 0.854 | — | — | — | — | — | — | |
| HAMCMethod Category=Single-Pred.2026.01 | 0.852 | — | — | — | — | — | — | |
| PDM-NetMethod Category=Single-Pred.2026.01 | 0.852 | — | — | — | — | — | — | |
| SSAGANMethod Category=Single-Pred., FPS=402026.01 | 0.842 | — | — | — | — | — | — | |
| Frame-PredMethod Category=Single-Pred., FPS=252026.01 | 0.831 | — | — | — | — | — | — | |
| CascadeReconMethod Category=Recon.2026.01 | 0.826 | — | — | — | — | — | — | |
| STCENMethod Category=Single-Pred., FPS=402026.01 | 0.825 | — | — | — | — | — | — | |
| MDT2017.08 | 0.818 | — | — | 0.25 | — | — | — | |
| MNADMethod Category=Single-Pred., FPS=872026.01 | 0.811 | — | — | — | — | — | — | |
| Conv-AEArchitecture=Convolutional Auto-Encoder2016.04 | 0.81 | 0.38 | 0.06 | 0.279 | — | — | — | |
| ConvAE2017.01 | 0.81 | — | — | 0.279 | — | — | — | |
| Adam2017.01 | 0.771 | — | — | 0.38 | — | — | — | |
| MPPCA+SF2017.01 | 0.742 | — | — | 0.32 | — | — | — | |
| HOFME2017.01 | 0.727 | — | — | 0.331 | — | — | — | |
| SF+MPPCA2017.08 | 0.688 | — | — | 0.32 | — | — | — | |
| SF2017.01 | 0.675 | — | — | 0.31 | — | — | — | |
| Social force(SF)2017.08 | 0.675 | — | — | 0.31 | — | — | — | |
| MPPCA2017.01 | 0.668 | — | — | 0.4 | — | — | — | |
| MPPCA2017.08 | 0.59 | — | — | 0.4 | — | — | — | |
| Adam2020.01 | — | — | — | — | 65 | 38 | 46.1 | |
| AMDN2020.01 | — | — | — | — | 92.1 | 16 | 67.2 | |
| Compact feature sets2020.01 | — | — | — | — | 82 | 21.1 | 57 | |
| Conv-AE2020.01 | — | — | — | — | 81 | 27.9 | — | |
| Convex polytope ensembles2020.01 | — | — | — | — | 78.2 | 24 | 62.2 | |
| Deep event models2020.01 | — | — | — | — | 92.5 | 15.1 | 69.9 | |
| Detection at 150 FPS2020.01 | — | — | — | — | 91.8 | 15 | 63.8 | |
| Future frame prediction2020.01 | — | — | — | — | 83.1 | — | — | |
| GAN2020.01 | — | — | — | — | 97.4 | 8 | 70.3 | |
| HMDT CRF2020.01 | — | — | — | — | — | 17.8 | 82.7 | |
| IT-AEArchitecture=Improved Trajectory Auto-Encoder2016.04 | — | 0.36 | 0.11 | — | — | — | — | |
| Local statistical aggregates2020.01 | — | — | — | — | 92.7 | 16 | — | |
| MDT2020.01 | — | — | — | — | 81.8 | 25 | 44.1 | |
| MPPCA2020.01 | — | — | — | — | 59 | 40 | 20.5 | |
| NN on video patch FG masks2020.01 | — | — | — | — | 77.3 | 25.9 | 69.3 | |
| Plug and play CNN2020.01 | — | — | — | — | 95.7 | 8 | 64.5 | |
| Siamese CNN2020.01 | — | — | — | — | 86 | 23.3 | 80.4 | |
| Social force2020.01 | — | — | — | — | 67.5 | 31 | 19.7 | |
| Social force + MPPCA2020.01 | — | — | — | — | 67 | 32 | 21.3 | |
| Sparse reconstruction2020.01 | — | — | — | — | 86 | 19 | 45.3 | |
| SR2017.08 | — | — | — | 0.19 | — | — | — | |
| ST video parsing2020.01 | — | — | — | — | 93.9 | 12.9 | 84.2 | |
| Video parsing2020.01 | — | — | — | — | 91 | 18 | 83.6 |