Temporal Anomaly Localization on XD-Violence (test)
77.81AP (%)RTFM
Evaluation Results
| Method | Links | |
|---|---|---|
| RTFMSupervision=Weakly Supervised2022.08 | 77.81 | |
| LaGoVADTraining-set=PreVAD+UCF, Protocol=12025.03 | 76.28 | |
| Sultani et al.Supervision=Weakly Supervised2022.08 | 75.68 | |
| Wu et al.Supervision=Weakly Supervised2022.08 | 75.41 | |
| LaGoVADTraining-set=PreVAD, Protocol=12025.03 | 74.25 | |
| Consistency-based Self-supervised LearningSupervision=Unsupervised, align loss=true2022.08 | 71.68 | |
| Consistency-based Self-supervised Learning (no align loss)Supervision=Unsupervised, align loss=false2022.08 | 68.01 | |
| VadCLIPTraining-set=PreVAD, Protocol=12025.03 | 67.43 | |
| OVVADTraining-set=AIGC+UCF, Protocol=12025.03 | 63.74 | |
| LAVADTraining-set=-, Protocol=12025.03 | 62.01 | |
| VadCLIPTraining-set=UCF, Protocol=12025.03 | 58.29 | |
| SVM baselineSupervision=Unsupervised2022.08 | 50.78 | |
| LLaVA1.5Training-set=-, Protocol=12025.03 | 50.26 | |
| CMRLTraining-set=UCF, Protocol=12025.03 | 46.74 | |
| PELTraining-set=UCF, Protocol=12025.03 | 43.53 | |
| Hasan et al.Supervision=Unsupervised2022.08 | 30.77 | |
| OCSVMSupervision=Unsupervised2022.08 | 27.25 | |
| CLIPTraining-set=-, Protocol=12025.03 | 17.83 |