Video Anomaly Detection on Ped2 classic (test)
98.1AUCUSTN-DSC
Evaluation Results
| Method | Links | |
|---|---|---|
| USTN-DSCParadigm=Prediction2023.04 | 98.1 | |
| Zhong et al.Paradigm=Reconstruction2023.04 | 97.7 | |
| DLAN-ACParadigm=Prediction2023.04 | 97.6 | |
| Ada-VADEvaluation protocol=Zero-shot, Training dataset=SHT2024.09 | 97.53 | |
| Flow-based (Ours)Evaluation protocol=Zero-shot, Training dataset=SHT2024.09 | 97.53 | |
| MNADParadigm=Prediction2023.04 | 97 | |
| DeepOCParadigm=others2023.04 | 96.9 | |
| MPNParadigm=Prediction2023.04 | 96.9 | |
| AMMC-NetParadigm=Prediction2023.04 | 96.9 | |
| AnoPCNParadigm=Prediction2023.04 | 96.8 | |
| CG-VADEvaluation protocol=Few-shot, Shots=5, Training dataset=SHT2024.09 | 96.7 | |
| CDDAParadigm=Reconstruction2023.04 | 96.5 | |
| ROADMAPParadigm=Prediction2023.04 | 96.3 | |
| AMCParadigm=Reconstruction2023.04 | 96.2 | |
| zxVAD (UCF101)Evaluation protocol=Zero-shot, Training dataset=SHT, Feature Domain=UCF1012024.09 | 95.8 | |
| zxVAD (SHT)Evaluation protocol=Zero-shot, Training dataset=SHT2024.09 | 95.78 | |
| MPNEvaluation protocol=Few-shot, Shots=10, Training dataset=SHT2024.09 | 95.75 | |
| zxVAD (HMDB)Evaluation protocol=Zero-shot, Training dataset=SHT, Feature Domain=HMDB2024.09 | 95.74 | |
| zxVAD (Jester)Evaluation protocol=Zero-shot, Training dataset=SHT, Feature Domain=Jester2024.09 | 95.62 | |
| FFPParadigm=Prediction2023.04 | 95.4 | |
| Fore-based (Ours)Evaluation protocol=Zero-shot, Training dataset=SHT2024.09 | 95.36 | |
| VADNetEvaluation protocol=Few-shot, Shots=10, Training dataset=SHT2024.09 | 95.12 | |
| AnomalyNetParadigm=others2023.04 | 94.9 | |
| MemAEParadigm=Reconstruction2023.04 | 94.1 | |
| r-GANEvaluation protocol=Few-shot, Shots=10, Training dataset=SHT2024.09 | 92.8 | |
| Wang et al.Evaluation protocol=Few-shot, Shots=10, Training dataset=SHT2024.09 | 92.45 | |
| Stacked RNNParadigm=Reconstruction2023.04 | 92.2 | |
| BG-AgnosticEvaluation protocol=Zero-shot, Training dataset=SHT2024.09 | 90.6 | |
| MNADParadigm=Reconstruction2023.04 | 90.2 | |
| Conv-AEParadigm=Reconstruction2023.04 | 90 | |
| ConvLSTM-AEParadigm=Reconstruction2023.04 | 88.1 | |
| UnmaskingParadigm=others2023.04 | 82.2 |