| Method | F1_micro | F1_macro | Accuracy | Subaccuracy |
| C3D [39] | 0.4383 | 0.3886 | 0.0557 | 0.0347 |
| LSTM [40] | 0.6780 | 0.5776 | 0.6667 | 0.2797 |
| TSN [16] | 0.7142 | 0.6142 | 0.7089 | 0.3482 |
| Multi-stream [8] | 0.8119 | 0.6683 | 0.7436 | 0.5213 |
| STMV [35] | - | - | 0.6322 | 0.5311 |
| TSM [41] | - | - | 0.7125 | 0.6032 |
| ASRN [42] | 0.8141 | 0.6766 | 0.7692 | 0.5259 |
| MSGRM(Ours) | 0.7945 | 0.6941 | 0.7924 | 0.5762 |