| 方法 | Backbone | 预训练 数据集 | UCF-101 (%) | HDMB-51 (%) |
| 3D RotNet [1] | 3D ResNet-18 | Kinetics-400 | 76.6 | 47.0 |
| 3D ST-puzzle [7] | 3D ResNet-18 | Kinetics-400 | 65.8 | 33.7 |
| LSFD [18] | C3D | Kinetics-400 | 79.8 | 52.1 |
| SpeedNet [5] | S3D-G | Kinetics-400 | 81.1 | 48.8 |
| TBE [19] | I3D | Kinetics-400 | 87.1 | 56.2 |
| CoCLR [20] | S3D | Kinetics-400 | 87.9 | 54.6 |
| Video Jigsaw [2] | CaffeNet | Kinetics-400 | 55.4 | 27.0 |
| ERUV [21] | R(2 + 1)D-18 | Thumos14 | 68.4 | 31.9 |
| PRP [4] | R(2 + 1)D-18 | UCF-101 | 72.1 | 35.0 |
| COP [3] | R(2 + 1)D-18 | GTEA | 72.4 | 30.9 |
| PacePred [11] | R(2 + 1)D-18 | Kinetics-400 | 77.1 | 36.6 |
| TCGL [22] | R(2 + 1)D-18 | Kinetics-400 | 81.2 | 50.1 |
| TaCo [12] | R(2 + 1)D-18 | Kinetics-400 | 81.8 | 46.0 |
| CPNet [6] | R(2 + 1)D-18 | Kinetics-400 | 83.8 | 57.1 |
| Elo [15] | R(2 + 1)D-26 | Youtube | 84.2 | 53.7 |
| TCLR [10] | R(2 + 1)D-18 | UCF-101 | 84.3 | 54.2 |
| CMD [9] | R(2 + 1)D-26 | Kinetics-400 | 85.7 | 54.0 |
| STOR [23] | R(2 + 1)D-18 | Kinetics-400 | 87.6 | 56.4 |
| Ours | R(2 + 1)D-18 | Kinetics-400 | 88.4 | 57.6 |