| 方法 | Backbones | mAP (%) | GFLOPs | |
| FrameGlimpses [8] | VGG | 60.2 | 32.9 | |
| AdaFrame [9] | ResNet101 | 71.5 | 79.0 | |
| LiteEval [24] | MobileNetV2+ResNet101 | 72.7 | 95.1 | |
| ListenToLook [10] | MobileNetV2+ResNet50 | 72.3 | 81.4 | |
| SCSampler [12] | MobileNetV2+ResNet50 | 72.9 | 42.0 | |
| AR-Net [14] | MobileNetV2+ResNet50 | 73.8 | 33.5 | |
| FrameExit [11] | ResNet50 | 76.1 | 26.1 | |
| TSQNet [25] | ResNet50 | 76.6 | 26.1 | |
| 本文方法 | TimeSformer | 77.8 | 25.9 | |