Abnormal Event Detection on UCSD Ped2 (test)
99.8AUC3D CNN Multi-task Learning
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3D CNN Multi-task Learninglevel=object level2020.11 | 99.8 | — | — | — | — | — | — | — | 72.8 | 91.2 | |
| Ours2023.03 | 99.7 | — | — | — | — | — | — | — | — | — | |
| HF2VAD2023.03 | 99.3 | — | — | — | — | — | — | — | — | — | |
| Vu et al.Category=Miscellaneous2021.10 | 99.21 | — | — | — | — | — | — | — | — | — | |
| HF2Venue=ICCV-21, Image Only=No, Training=Yes2024.07 | 99.2 | — | — | — | — | — | — | — | — | — | |
| SSLVenue=ECCV-22, Image Only=No, Training=Yes2024.07 | 99 | — | — | — | — | — | — | — | — | — | |
| BackAgnosticFPS=18, Prediction-based=false, Pre-trained module=true2021.06 | 98.7 | — | — | — | — | — | — | — | — | — | |
| Georgescu et al.Category=Object-centric2021.10 | 98.7 | — | — | — | — | — | — | — | — | — | |
| BAFVenue=TPAMI-21, Image Only=No, Training=Yes2024.07 | 98.7 | — | — | — | — | — | — | — | — | — | |
| OGNetPhase=two2020.04 | 98.1 | — | — | — | — | — | — | — | — | — | |
| OGPrediction-based=false, Pre-trained module=false2021.06 | 98.1 | — | — | — | — | — | — | — | — | — | |
| TAM-NetCategory=Miscellaneous2021.10 | 98.1 | — | — | — | — | — | — | — | — | — | |
| OGNetCategory=Miscellaneous2021.10 | 98.1 | — | — | — | — | — | — | — | — | — | |
| HSCVenue=CVPR-23, Image Only=No, Training=Yes2024.07 | 98.1 | — | — | — | — | — | — | — | — | — | |
| AnomalyRulerImage Only=Yes, Training=No2024.07 | 97.9 | — | — | — | — | — | — | — | — | — | |
| Any-Shot Sequential Anomaly Detectiondecision_making=online2020.04 | 97.8 | — | — | — | — | — | — | — | — | — | |
| Proposed online anomaly detection method2020.04 | 97.8 | — | — | — | — | — | — | — | — | — | |
| Object-centric2020.04 | 97.8 | — | — | — | — | — | — | — | — | — | |
| Doshi and YilmazCategory=Object-centric2021.10 | 97.8 | — | — | — | — | — | — | — | — | — | |
| MNAD+reproduced=true2023.03 | 97.8 | — | — | — | — | — | — | — | — | — | |
| SLMVenue=ICCV-23, Image Only=Yes, Training=Yes2024.07 | 97.6 | — | — | — | — | — | — | — | — | — | |
| MTLFPS=21, Prediction-based=false, Pre-trained module=true, evaluation_protocol=micro-AUC2021.06 | 97.5 | — | — | — | — | — | — | — | — | — | |
| VECVADFPS=5, Prediction-based=false, Pre-trained module=true2021.06 | 97.3 | — | — | — | — | — | — | — | — | — | |
| VECCategory=Object-centric2021.10 | 97.3 | — | — | — | — | — | — | — | — | — | |
| MNADMethodology=Prediction, Memory Module=True2020.03 | 97 | — | — | — | — | — | — | — | — | — | |
| MNADFPS=78, Prediction-based=true, Pre-trained module=false, re-implemented=true2021.06 | 97 | — | — | — | — | — | — | — | — | — | |
| MNAD-PredCategory=Prediction2021.10 | 97 | — | — | — | — | — | — | — | — | — | |
| MNADVenue=CVPR-20, Image Only=Yes, Training=Yes2024.07 | 97 | — | — | — | — | — | — | — | — | — | |
| MPN2023.03 | 96.9 | — | — | — | — | — | — | — | — | — | |
| MPNVenue=CVPR-21, Image Only=Yes, Training=Yes2024.07 | 96.9 | — | — | — | — | — | — | — | — | — | |
| zxVADVenue=WACV-23, Image Only=No, Training=Yes2024.07 | 96.9 | — | — | — | — | — | — | — | — | — | |
| AnoPCNFPS=10, Prediction-based=true, Pre-trained module=true2021.06 | 96.8 | — | — | — | — | — | — | — | — | — | |
| AMmemPrediction-based=false, Pre-trained module=true2021.06 | 96.6 | — | — | — | — | — | — | — | — | — | |
| BMANCategory=Miscellaneous2021.10 | 96.6 | — | — | — | — | — | — | — | — | — | |
| STAN2020.04 | 96.5 | — | — | — | — | — | — | — | — | — | |
| CDDAEFPS=32, Prediction-based=false, Pre-trained module=false2021.06 | 96.5 | — | — | — | — | — | — | — | — | — | |
| STANCategory=Miscellaneous2021.10 | 96.5 | — | — | — | — | — | — | — | — | — | |
| Chang et al.Category=Miscellaneous2021.10 | 96.5 | — | — | — | — | — | — | — | — | — | |
| Ours: Skip frame basedCategory=Reconstruction2021.10 | 96.5 | — | — | — | — | — | — | — | — | — | |
| CDAEVenue=ECCV-20, Image Only=Yes, Training=Yes2024.07 | 96.5 | — | — | — | — | — | — | — | — | — | |
| AnomalyRuler-baseImage Only=Yes, Training=No2024.07 | 96.5 | — | — | — | — | — | — | — | — | — | |
| OursFPS=195, Prediction-based=true, Pre-trained module=false2021.06 | 96.3 | — | — | — | — | — | — | — | — | — | |
| Tang et al.Category=Miscellaneous2021.10 | 96.3 | — | — | — | — | — | — | — | — | — | |
| AMC2020.03 | 96.2 | — | — | — | — | — | — | — | — | — | |
| ConvAE+UNet2020.04 | 96.2 | — | — | — | — | — | — | — | — | — | |
| AMCPrediction-based=true, Pre-trained module=true2021.06 | 96.2 | — | — | — | — | — | — | — | — | — | |
| FewShotGANPrediction-based=true, Pre-trained module=true2021.06 | 96.2 | — | — | — | — | — | — | — | — | — | |
| IntegradAEFPS=30, Prediction-based=true, Pre-trained module=false2021.06 | 96.2 | — | — | — | — | — | — | — | — | — | |
| AMCCategory=Miscellaneous2021.10 | 96.2 | — | — | — | — | — | — | — | — | — | |
| Lu et al. [28]Category=Prediction2021.10 | 96.2 | — | — | — | — | — | — | — | — | — | |
| rGANVenue=ECCV-20, Image Only=Yes, Training=Yes2024.07 | 96.2 | — | — | — | — | — | — | — | — | — | |
| CVRNNPrediction-based=false, Pre-trained module=false2021.06 | 96.1 | — | — | — | — | — | — | — | — | — | |
| Conv-VRNNCategory=Miscellaneous2021.10 | 96.06 | — | — | — | — | — | — | — | — | — | |
| BaselineFPS=195, Prediction-based=true, Pre-trained module=false2021.06 | 95.7 | — | — | — | — | — | — | — | — | — | |
| zxVADVenue=WACV-23, Image Only=false, Training=true, Source Domain=ShanghaiTech2024.07 | 95.7 | — | — | — | — | — | — | — | — | — | |
| Dong et al.Category=Prediction2021.10 | 95.6 | — | — | — | — | — | — | — | — | — | |
| ADFPS=2, Prediction-based=false, Pre-trained module=true2021.06 | 95.5 | — | — | — | — | — | — | — | — | — | |
| Frame-PredMethodology=Prediction2020.03 | 95.4 | — | — | — | — | — | — | — | — | — | |
| Liu et al.2020.04 | 95.4 | — | — | — | — | — | — | — | — | — | |
| Liu et al.2020.04 | 95.4 | — | — | — | — | — | — | — | — | — | |
| FFP2020.04 | 95.4 | — | — | — | — | — | — | — | — | — | |
| FFPFPS=133, Prediction-based=true, Pre-trained module=true, re-implemented=true2021.06 | 95.4 | — | — | — | — | — | — | — | — | — | |
| LSACategory=Miscellaneous2021.10 | 95.4 | — | — | — | — | — | — | — | — | — | |
| Frame-PredCategory=Prediction2021.10 | 95.4 | — | — | — | — | — | — | — | — | — | |
| FramePred2023.03 | 95.4 | — | — | — | — | — | — | — | — | — | |
| Ours: Patch basedCategory=Reconstruction2021.10 | 94.77 | — | — | — | — | — | — | — | — | — | |
| MNADMethodology=Prediction, Memory Module=False2020.03 | 94.3 | — | — | — | — | — | — | — | — | — | |
| Dummy AnoFPS=11, Prediction-based=false, Pre-trained module=true, evaluation_protocol=micro-AUC2021.06 | 94.3 | — | — | — | — | — | — | — | — | — | |
| Ionescu et al. [12]Category=Object-centric2021.10 | 94.3 | — | — | — | — | — | — | — | — | — | |
| NGOFVenue=CVPR-21, Image Only=No, Training=Yes2024.07 | 94.2 | — | — | — | — | — | — | — | — | — | |
| MemAEMethodology=Reconstruction, Memory Module=True2020.03 | 94.1 | — | — | — | — | — | — | — | — | — | |
| MemAE2020.04 | 94.1 | — | — | — | — | — | — | — | — | — | |
| GrowingGas2020.04 | 94.1 | — | — | — | — | — | — | — | — | — | |
| MemAEFPS=42, Prediction-based=false, Pre-trained module=true, re-implemented=true2021.06 | 94.1 | — | — | — | — | — | — | — | — | — | |
| MemAECategory=Reconstruction2021.10 | 94.1 | — | — | — | — | — | — | — | — | — | |
| MemAE2023.03 | 94.1 | — | — | — | — | — | — | — | — | — | |
| Ramachandra et al.Category=Miscellaneous2021.10 | 94 | — | — | — | — | — | — | — | — | — | |
| Ramachandra et al.citation=[38]2020.11 | 94 | — | — | — | — | — | — | — | 74 | 89.3 | |
| AbnormalGANMethodology=Reconstruction2020.03 | 93.5 | — | — | — | — | — | — | — | — | — | |
| AbnormalGAN2020.04 | 93.5 | — | — | — | — | — | — | — | — | — | |
| AbnormalGANCategory=Miscellaneous2021.10 | 93.5 | — | — | — | — | — | — | — | — | — | |
| BaselinePhase=one2020.04 | 92.9 | — | — | — | — | — | — | — | — | — | |
| GCLNCFPS=150, Prediction-based=false, Pre-trained module=true2021.06 | 92.8 | — | — | — | — | — | — | — | — | — | |
| BaselineCategory=Reconstruction2021.10 | 92.49 | — | — | — | — | — | — | — | — | — | |
| StackRNNCategory=Reconstruction2021.10 | 92.21 | — | — | — | — | — | — | — | — | — | |
| MT-FRCN2020.03 | 92.2 | — | — | — | — | — | — | — | — | — | |
| StackRNNMethodology=Reconstruction2020.03 | 92.2 | — | — | — | — | — | — | — | — | — | |
| Stacked RNN2020.04 | 92.2 | — | — | — | — | — | — | — | — | — | |
| Stacked RNN2020.04 | 92.2 | — | — | — | — | — | — | — | — | — | |
| TSC2020.04 | 92.2 | — | — | — | — | — | — | — | — | — | |
| FRCN action2020.04 | 92.2 | — | — | — | — | — | — | — | — | — | |
| StackRNNFPS=50, Prediction-based=false, Pre-trained module=true2021.06 | 92.2 | — | — | — | — | — | — | — | — | — | |
| GMVAEFPS=120, Prediction-based=false, Pre-trained module=true2021.06 | 92.2 | — | — | — | — | — | — | — | — | — | |
| MT-FRCNCategory=Object-centric2021.10 | 92.2 | — | — | — | — | — | — | — | — | — | |
| MemAEMethodology=Reconstruction, Memory Module=False2020.03 | 91.7 | — | — | — | — | — | — | — | — | — | |
| AE_Conv3D2020.04 | 91.2 | — | — | — | — | — | — | — | — | — | |
| AE-Conv3DCategory=Reconstruction2021.10 | 91.2 | — | — | — | — | — | — | — | — | — | |
| Conv3D2023.03 | 91.2 | — | — | — | — | — | — | — | — | — | |
| TSCCategory=Reconstruction2021.10 | 91.03 | — | — | — | — | — | — | — | — | — | |
| TSCMethodology=Reconstruction2020.03 | 91 | — | — | — | — | — | — | — | — | — |