Violence Detection on RWF-2000
96.5AccuracyDIFEM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DIFEMclassifier=Random Forest2024.12 | 96.5 | — | |
| DIFEMclassifier=AdaBoost2024.12 | 95.5 | — | |
| Hachiuma et al.2024.12 | 93.4 | — | |
| Zhang at al.2024.12 | 93.3 | — | |
| DIFEMclassifier=Decision Tree2024.12 | 91.75 | — | |
| DIFEMclassifier=Nearest Neighbor2024.12 | 91.75 | — | |
| Ullah et al.2024.12 | 91.15 | — | |
| Garcia-Cobo et al.2024.12 | 90.25 | — | |
| Islam et al.2024.12 | 89.75 | — | |
| SPIL2024.12 | 89.3 | — | |
| Cheng et al.2024.12 | 87.3 | — | |
| I3Devaluation_source=Reported in [24]2024.12 | 83.4 | — | |
| 3D-ResNet101evaluation_source=Reported in [24]2024.12 | 82.6 | — | |
| TSNevaluation_source=Reported in [24]2024.12 | 81.5 | — | |
| DGCNNevaluation_source=Reported in [24]2024.12 | 80.6 | — | |
| FedVideoMAE (Baseline)FL=true, DP=false, SA=false, SSL=true, PEFT=true, Clients=40, Params=3.5%2025.12 | 77.25 | 28.3 | |
| Tran et al.2024.12 | 65.68 | — | |
| FedVideoMAE (DP)FL=true, DP=1 ≤ ε ≤ 10, SA=true, SSL=true, PEFT=true, Clients=40, Params=3.5%2025.12 | — | 28.3 |