| Method | F1_micro | F1_macro | Accuracy | Subaccuracy |
| C3D [39] | 0.3958 | 0.3018 | 0.5568 | 0.1451 |
| LSTM [39] | 0.4714 | 0.4193 | 0.6547 | 0.3792 |
| TSN [16] | 0.6034 | 0.4894 | 0.5412 | 0.3045 |
| Multi-stream [8] | 0.7019 | 0.6383 | 0.6136 | 0.5291 |
| STMV [35] | - | - | 0.7535 | 0.5249 |
| TSM [41] | - | - | 0.8274 | 0.5936 |
| ASRN [42] | 0.7353 | 0.6812 | 0.6722 | 0.5392 |
| MSGRM (Ours) | 0.7124 | 0.6725 | 0.7756 | 0.5824 |