Video Recognition on Mini-Kinetics (test)
79.6AccuracyUpper
Evaluation Results
| Method | Links | |
|---|---|---|
| UpperInput frames=16, GFLOPs=117.3, #3D=5.0, #Frame=16.02020.12 | 79.6 | |
| Ada3DInput frames=16, GFLOPs=73.8, #3D=2.9, #Frame=11.82020.12 | 79.2 | |
| UpperInput frames=8, GFLOPs=58.6, #3D=5.0, #Frame=8.02020.12 | 79 | |
| Ada3DInput frames=8, GFLOPs=42.4, #3D=1.9, #Frame=6.92020.12 | 78.9 | |
| Random FTInput frames=16, GFLOPs=78.0, #3D=2.9, #Frame=12.02020.12 | 78.2 | |
| Random FTInput frames=8, GFLOPs=41.5, #3D=1.9, #Frame=6.82020.12 | 77.4 | |
| RandomInput frames=16, GFLOPs=75.8, #3D=2.9, #Frame=11.82020.12 | 75.2 | |
| RandomInput frames=8, GFLOPs=42.2, #3D=2.0, #Frame=6.92020.12 | 74 | |
| NSNetBackbone=ResNet-50, GFLOPS=18.1G2022.07 | 73.6 | |
| AdaFocusBackbone=ResNet-50, GFLOPS=38.6G2022.07 | 72.9 | |
| FrameExitBackbone=ResNet-50, GFLOPS=19.7G2022.07 | 72.8 | |
| Dynamic-STEBackbone=ResNet-50, GFLOPS=18.3G2022.07 | 72.7 | |
| AdaFuseBackbone=ResNet-50, GFLOPS=23.0G2022.07 | 72.3 | |
| VideoIQBackbone=ResNet-50, GFLOPS=20.4G2022.07 | 72.3 | |
| AR-NetBackbone=ResNet-50, GFLOPS=32.0G2022.07 | 71.7 | |
| SCSamplerBackbone=ResNet-50, GFLOPS=42.0G2022.07 | 70.8 | |
| LiteEvalBackbone=ResNet-50, GFLOPS=99.0G2022.07 | 61 |