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ResearchFormerly WizWand

Violence Detection on XD-Violence (test)

0.8768APHolmes-VAU
0.150360.3389550.527550.716145Jul 9, 2020Jun 29, 2021Jun 20, 2022Jun 11, 2023May 31, 2024May 22, 2025May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Holmes-VAUTraining=true, Zero-shot=false, Modality=Video2026.050.8768
MAVDModality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.010.8607
HyperVDModality=RGB + Audio, Supervision=Weakly Supervised2025.010.8567
MAVDModality=RGB + Audio, Supervision=Weakly Supervised2025.010.8515
MAVDModality=RGB + Flow, Supervision=Weakly Supervised2025.010.8459
VadCLIPTraining=true, Zero-shot=false, Modality=Video2026.050.8451
MSBTModality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.010.8432
TRACETraining=true, Zero-shot=true, Modality=Video2026.050.8367
MACIL-SD (Full)Modality=RGB + Audio, Supervision=Weakly Supervised2025.010.834
Xiao et al.Modality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.010.8309
MSBTModality=RGB + Audio, Supervision=Weakly Supervised2025.010.8254
MACIL-SD (Light)Modality=RGB + Audio, Supervision=Weakly Supervised2025.010.8217
Zhang et al.Modality=RGB + Audio, Supervision=Weakly Supervised2025.010.8143
MSBTModality=RGB + Flow, Supervision=Weakly Supervised2025.010.8068
S3RTraining=true, Zero-shot=false, Modality=Video2026.050.8026
ACFModality=RGB + Audio, Supervision=Weakly Supervised2025.010.8013
MGFNSupervision=Weakly-supervised, Features=VideoSwin-RGB, T=32 (clips)=true2022.110.8011
Wu et al.Modality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.010.7953
Pang et al.Modality=RGB + Audio, Supervision=Weakly Supervised2025.010.7937
MGFNSupervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.110.7919
HL-Netmode=Offline2020.070.7864
HL-NetModality=RGB + Audio, Supervision=Weakly Supervised2025.010.7864
MSL (2022)Supervision=Weakly-supervised, Features=VideoSwin-RGB, T=32 (clips)=true2022.110.7858
MSL (2022)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.110.7828
MSLModality=RGB, Supervision=Weakly Supervised2025.010.7828
RTFM (2021)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.110.7781
RTFMModality=RGB, Supervision=Weakly Supervised2025.010.7781
Wu and Liu (2021)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.110.759
Wu et al.Modality=RGB, Supervision=Weakly Supervised2025.010.759
Wu et al. (2020)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true, Source=Derived using I3D-RGB features from Tian et al. (2021)2022.110.7568
Sultani et al.Modality=RGB, Supervision=Weakly Supervised2025.010.7568
MSL (2022)Supervision=Weakly-supervised, Features=C3D-RGB, T=32 (clips)=false2022.110.7553
HL-Netmode=Online2020.070.7367
Sultani et al.2020.070.732
Sultani et al. (2020)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=false, Source=Reported by Wu et al. (2020)2022.110.732
NAACATraining=false, Zero-shot=true, Modality=Audio2026.050.706
HL-Netfeature_extractor=C3D2020.070.6719
Wu et al. (2020)Supervision=Weakly-supervised, Features=C3D-RGB, T=32 (clips)=false2022.110.6719
HL-NetTraining=true, Zero-shot=false, Modality=Audio2026.050.605
Random 4 sTraining=false, Zero-shot=true, Modality=Audio2026.050.6044
Audio QwenTraining=false, Zero-shot=true, Modality=Audio2026.050.535
AVadCLIPTraining=true, Zero-shot=false, Modality=Audio2026.050.5251
SVM baseline2020.070.5078
SVM baselineModality=RGB, Supervision=Unsupervised2025.010.5078
Hasan et al.2020.070.3077
Hasan et al.Modality=RGB, Supervision=Unsupervised2025.010.3077
OCSVM2020.070.2725
OCSVMModality=RGB, Supervision=Unsupervised2025.010.2725
Zero-shot CLIPTraining=false, Zero-shot=true, Modality=Video2026.050.1783