ResearchBenchmarksVideo-level multi-class classification on XD-ViolenceVideo-level multi-class classification on XD-ViolenceFollow78.13AccuracyLaGoVAD37.174847.807458.4469.0726Mar 17, 2025Evaluation resultsMethodMethodLinksAccuracyF1 ScoreLaGoVADTraining=PreVADTraining=PreVAD2025.0378.1363.8VadCLIPTraining=PreVADTraining=PreVAD2025.0371.3857.99CLIPTraining=-Training=-2025.0356.2545.04ViFi-CLIPTraining=K400Training=K4002025.0353.7550.33VadCLIPTraining=UCFTraining=UCF2025.0346.3826.16ActionCLIPTraining=K400Training=K4002025.0338.7537.11