Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Structured Keypoint Pooling | 93.4 | Yes | Unified Keypoint-based Action Recognition Framew... | 2023-03-27 | - |
| 2 | Semi-Supervised Hard Attention (SSHA); pretrained on Deepmind Kinetics dataset | 90.4 | Yes | Video Violence Recognition and Localization Usin... | 2022-02-04 | - |
| 3 | Human Skeletons + Change Detection | 90.25 | No | - | - | Code |
| 4 | Separable Convolutional LSTM | 89.75 | No | Efficient Two-Stream Network for Violence Detect... | 2021-02-21 | Code |
| 5 | SPIL Convolution | 89.3 | No | - | - | - |
| 6 | Flow Gated Network | 87.25 | No | RWF-2000: An Open Large Scale Video Database for... | 2019-11-14 | Code |