| 设置 | 方法 | 视觉 | 语义 | Olympic Sports | HMDB51 | UCF101 |
| 归纳式 | SJE [22] | FV | A | 47.5 ± 14.8 | - | 12.0 ± 1.2 |
| SJE [22] | FV | W | 28.6 ± 4.9 | 13.3 ± 2.4 | 9.9 ± 1.4 | |
| SVE [23] | BoW | W | - | 18.0 ± 3.0 | 12.7 ± 1.6 | |
| PDA [24] | FV | W | 44.3 ± 8.1 | 19.7 ± 1.6 | 15.8 ± 1.3 | |
| TOM [25] | 2Stream | W | - | - | 26.8 ± 4.4 | |
| MR [26] | FV | W | 35.7 ± 8.8 | 14.5 ± 2.7 | 11.7 ± 1.7 | |
| ZSECOC [27] | FV | ECOC | 59.8 ± 5.6 | 22.6 ± 1.2 | 15.1 ± 1.7 | |
| GA [28] | C3D | A | 50.4 ± 11.2 | - | 22.7 ± 1.2 | |
| GA [28] | C3D | W | 34.1 ± 10.1 | 19.3 ± 2.1 | 17.3 ± 1.1 | |
| UR [29] | FV | W | - | 24.4 ± 1.6 | 17.5 ± 1.6 | |
| VDS [30] | FV | GloVe | 43.9 ± 7.9 | 25.3 ± 4.5 | 25.4 ± 3.1 | |
| 直推式 | UDA [31] | FV | A | - | - | 13.2 ± 1.9 |
| UDA [31] | FV | A+W | - | - | 14.0 ± 1.8 | |
| SVE [23] | BoW | W | - | 21.2 ± 3.0 | 18.6 ± 2.2 | |
| PDA [24] | FV | W | 56.6 ± 7.7 | 24.8 ± 2.2 | 22.9 ± 3.3 | |
| MR [26] | FV | W | 43.2 ± 8.3 | 24.1 ± 3.8 | 22.1 ± 2.5 | |
| BiDiLEL [32] | C3D+IDT | W | - | 22.3 ± 1.1 | 23.0 ± 0.9 | |
| ZSECOC [27] | FV | ECOC | 59.8 ± 5.6 | - | 22.6 ± 1.2 | |
| GA [28] | C3D | A | 57.9 ± 14.1 | - | 24.5 ± 2.9 | |
| GA [28] | C3D | W | 41.3 ± 11.4 | 20.7 ± 3.1 | 20.3 ± 1.9 | |
| UR [29] | FV | W | - | 28.9 ± 1.2 | 20.1 ± 1.4 | |
| 本方法 | C3D | W | 46.5 ± 5.3 | 20.3 ± 1.4 | 26.8 ± 1.7 |