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ResearchFormerly WizWand

Temporal Anomaly Localization on XD-Violence (test)

77.81AP (%)RTFM
15.430831.625447.8264.0146Aug 10, 2022Jan 15, 2023Jun 22, 2023Nov 28, 2023May 4, 2024Oct 9, 2024Mar 17, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RTFMSupervision=Weakly Supervised2022.0877.81
LaGoVADTraining-set=PreVAD+UCF, Protocol=12025.0376.28
Sultani et al.Supervision=Weakly Supervised2022.0875.68
Wu et al.Supervision=Weakly Supervised2022.0875.41
LaGoVADTraining-set=PreVAD, Protocol=12025.0374.25
Consistency-based Self-supervised LearningSupervision=Unsupervised, align loss=true2022.0871.68
Consistency-based Self-supervised Learning (no align loss)Supervision=Unsupervised, align loss=false2022.0868.01
VadCLIPTraining-set=PreVAD, Protocol=12025.0367.43
OVVADTraining-set=AIGC+UCF, Protocol=12025.0363.74
LAVADTraining-set=-, Protocol=12025.0362.01
VadCLIPTraining-set=UCF, Protocol=12025.0358.29
SVM baselineSupervision=Unsupervised2022.0850.78
LLaVA1.5Training-set=-, Protocol=12025.0350.26
CMRLTraining-set=UCF, Protocol=12025.0346.74
PELTraining-set=UCF, Protocol=12025.0343.53
Hasan et al.Supervision=Unsupervised2022.0830.77
OCSVMSupervision=Unsupervised2022.0827.25
CLIPTraining-set=-, Protocol=12025.0317.83