Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TCN (Skeleton Kinect) | 80.1 | No | Interpretable 3D Human Action Analysis with Temp... | 2017-04-14 | Code |
| 2 | ST-GCN (Skeleton Kinect) | 79.6 | No | Spatial Temporal Graph Convolutional Networks fo... | 2018-01-23 | Code |
| 3 | TSN (RGB) | 73.6 | No | Temporal Segment Networks: Towards Good Practice... | 2016-08-02 | Code |
| 4 | TCN-RMS (Skeleton Kinect+EMG) | 67.4 | No | EV-Action: Electromyography-Vision Multi-Modal A... | 2019-04-20 | Code |
| 5 | TCN-FFT (Skeleton Vicon+EMG) | 64.4 | No | EV-Action: Electromyography-Vision Multi-Modal A... | 2019-04-20 | Code |
| 6 | TCN (Skeleton Vicon) | 64.1 | No | Interpretable 3D Human Action Analysis with Temp... | 2017-04-14 | Code |
| 7 | ST-GCN (Skeleton Vicon) | 50.7 | No | Spatial Temporal Graph Convolutional Networks fo... | 2018-01-23 | Code |
| 8 | LSTM-FFT (EMG) | 44.1 | No | EV-Action: Electromyography-Vision Multi-Modal A... | 2019-04-20 | Code |
| 9 | WHDMM (Depth) | 40.2 | No | - | - | - |