Violence Detection on XD-Violence (test)
0.8768APHolmes-VAU
Evaluation Results
| Method | Links | |
|---|---|---|
| Holmes-VAUTraining=true, Zero-shot=false, Modality=Video2026.05 | 0.8768 | |
| MAVDModality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.01 | 0.8607 | |
| HyperVDModality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.8567 | |
| MAVDModality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.8515 | |
| MAVDModality=RGB + Flow, Supervision=Weakly Supervised2025.01 | 0.8459 | |
| VadCLIPTraining=true, Zero-shot=false, Modality=Video2026.05 | 0.8451 | |
| MSBTModality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.01 | 0.8432 | |
| TRACETraining=true, Zero-shot=true, Modality=Video2026.05 | 0.8367 | |
| MACIL-SD (Full)Modality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.834 | |
| Xiao et al.Modality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.01 | 0.8309 | |
| MSBTModality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.8254 | |
| MACIL-SD (Light)Modality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.8217 | |
| Zhang et al.Modality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.8143 | |
| MSBTModality=RGB + Flow, Supervision=Weakly Supervised2025.01 | 0.8068 | |
| S3RTraining=true, Zero-shot=false, Modality=Video2026.05 | 0.8026 | |
| ACFModality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.8013 | |
| MGFNSupervision=Weakly-supervised, Features=VideoSwin-RGB, T=32 (clips)=true2022.11 | 0.8011 | |
| Wu et al.Modality=RGB + Audio + Flow, Supervision=Weakly Supervised2025.01 | 0.7953 | |
| Pang et al.Modality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.7937 | |
| MGFNSupervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.11 | 0.7919 | |
| HL-Netmode=Offline2020.07 | 0.7864 | |
| HL-NetModality=RGB + Audio, Supervision=Weakly Supervised2025.01 | 0.7864 | |
| MSL (2022)Supervision=Weakly-supervised, Features=VideoSwin-RGB, T=32 (clips)=true2022.11 | 0.7858 | |
| MSL (2022)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.11 | 0.7828 | |
| MSLModality=RGB, Supervision=Weakly Supervised2025.01 | 0.7828 | |
| RTFM (2021)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.11 | 0.7781 | |
| RTFMModality=RGB, Supervision=Weakly Supervised2025.01 | 0.7781 | |
| Wu and Liu (2021)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=true2022.11 | 0.759 | |
| Wu et al.Modality=RGB, Supervision=Weakly Supervised2025.01 | 0.759 | |
| 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)2022.11 | 0.7568 | |
| Sultani et al.Modality=RGB, Supervision=Weakly Supervised2025.01 | 0.7568 | |
| MSL (2022)Supervision=Weakly-supervised, Features=C3D-RGB, T=32 (clips)=false2022.11 | 0.7553 | |
| HL-Netmode=Online2020.07 | 0.7367 | |
| Sultani et al.2020.07 | 0.732 | |
| Sultani et al. (2020)Supervision=Weakly-supervised, Features=I3D-RGB, T=32 (clips)=false, Source=Reported by Wu et al. (2020)2022.11 | 0.732 | |
| NAACATraining=false, Zero-shot=true, Modality=Audio2026.05 | 0.706 | |
| HL-Netfeature_extractor=C3D2020.07 | 0.6719 | |
| Wu et al. (2020)Supervision=Weakly-supervised, Features=C3D-RGB, T=32 (clips)=false2022.11 | 0.6719 | |
| HL-NetTraining=true, Zero-shot=false, Modality=Audio2026.05 | 0.605 | |
| Random 4 sTraining=false, Zero-shot=true, Modality=Audio2026.05 | 0.6044 | |
| Audio QwenTraining=false, Zero-shot=true, Modality=Audio2026.05 | 0.535 | |
| AVadCLIPTraining=true, Zero-shot=false, Modality=Audio2026.05 | 0.5251 | |
| SVM baseline2020.07 | 0.5078 | |
| SVM baselineModality=RGB, Supervision=Unsupervised2025.01 | 0.5078 | |
| Hasan et al.2020.07 | 0.3077 | |
| Hasan et al.Modality=RGB, Supervision=Unsupervised2025.01 | 0.3077 | |
| OCSVM2020.07 | 0.2725 | |
| OCSVMModality=RGB, Supervision=Unsupervised2025.01 | 0.2725 | |
| Zero-shot CLIPTraining=false, Zero-shot=true, Modality=Video2026.05 | 0.1783 |