Video Anomaly Detection on UCF-Crime (UCFC) (test)
0.85AUCPurwantu et al.
Evaluation results
| Method | Links | |
|---|---|---|
| Purwantu et al.Supervision Type=Weak Supervision, Features=TRN2022.03 | 0.85 | |
| Yu et al.Supervision Type=Weak Supervision, Features=I3D2022.03 | 0.843 | |
| Yu et al.Supervision Type=Weak Supervision, Features=C3D2022.03 | 0.8328 | |
| CLAWSSupervision Type=Weak Supervision, Features=C3D2022.03 | 0.8303 | |
| DAMSupervision Type=Weak Supervision, Features=I3D2022.03 | 0.8267 | |
| CLAWSSupervision Type=Weak Supervision, Features=ResNext2022.03 | 0.8261 | |
| Wu et al.Supervision Type=Weak Supervision, Features=I3D2022.03 | 0.8244 | |
| GCNSupervision Type=Weak Supervision, Features=TS-RGB2022.03 | 0.8212 | |
| GCNSupervision Type=Weak Supervision, Features=C3D2022.03 | 0.8108 | |
| Proposed GCL_WSSupervision Type=Weak Supervision, Features=ResNext2022.03 | 0.7984 | |
| SRFSupervision Type=Weak Supervision, Features=C3D2022.03 | 0.7954 | |
| Zhu et al.Supervision Type=Weak Supervision, Features=C3D2022.03 | 0.79 | |
| Zhang et al.Supervision Type=Weak Supervision, Features=C3D2022.03 | 0.7866 | |
| Noise CleanerSupervision Type=Weak Supervision, Features=C3D2022.03 | 0.7827 | |
| BN-SVP2022.03 | 0.7653 | |
| Sultani et al.Supervision Type=Weak Supervision, Features=C3D2022.03 | 0.7541 | |
| Proposed GCL_OCCSupervision Type=One Class Classification, Features=ResNext2022.03 | 0.742 | |
| DUADSupervision Type=Weak Supervision, Features=C3D2022.03 | 0.729 | |
| Proposed GCL_PTSupervision Type=Unsupervised, Features=ResNext2022.03 | 0.7104 | |
| Li & VasconcelosBackbone=C3D2022.03 | 0.7096 | |
| Proposed GCL_PTSupervision Type=Unsupervised, Features=C3D2022.03 | 0.7074 | |
| GODSSupervision Type=One Class Classification, Features=I3D2022.03 | 0.7046 | |
| OGNetSupervision Type=One Class Classification, Features=ResNext2022.03 | 0.6947 | |
| BODSSupervision Type=One Class Classification, Features=I3D2022.03 | 0.6826 | |
| Proposed GCL_BSupervision Type=Unsupervised, Features=ResNext2022.03 | 0.6817 | |
| Ilse et al.Backbone=C3D2022.03 | 0.6685 | |
| Lu et al.Supervision Type=One Class Classification2022.03 | 0.6551 | |
| Lu et al.Backbone=C3D2022.03 | 0.5867 | |
| Sohrab et al.Supervision Type=One Class Classification2022.03 | 0.585 | |
| MMIL2022.03 | 0.5708 | |
| AE_AllDataSupervision Type=Unsupervised, Features=ResNext2022.03 | 0.5632 | |
| kim et al.Supervision Type=Unsupervised, Features=ResNext2022.03 | 0.52 | |
| Hasan et al.Supervision Type=One Class Classification2022.03 | 0.506 | |
| SVMSupervision Type=One Class Classification2022.03 | 0.5 |