Video Action Recognition on Kinetics-400 v1 (test)
79.1Top-1 AccuracyMVFNet_En
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MVFNet_EnBackbone=R101+R101, Frames x Crops x Clips=(16+8) x 3 x 10, GFLOPS=188.1 x 302020.12 | 79.1 | 93.8 | |
| SlowfastBackbone=R101+R101, Frames x Crops x Clips=(16+64) x 3 x 10, GFLOPS=213 x 302020.12 | 78.9 | 93.5 | |
| TPNBackbone=ResNet-101, Frames x Crops x Clips=32 x 3 x 10, GFLOPS=374 x 302020.12 | 78.9 | 93.9 | |
| MVFNetBackbone=ResNet-101, Frames x Crops x Clips=16 x 3 x 10, GFLOPS=125.4 x 302020.12 | 78.4 | 93.4 | |
| SlowfastBackbone=R101+R101, Frames x Crops x Clips=(8+32) x 3 x 10, GFLOPS=106 x 302020.12 | 77.9 | 93.2 | |
| NL+I3DBackbone=ResNet-101, Frames x Crops x Clips=128 x 3 x 10, GFLOPS=359 x 302020.12 | 77.7 | 93.3 | |
| SmallBigBackbone=ResNet-101, Frames x Crops x Clips=32 x 3 x 4, GFLOPS=418 x 122020.12 | 77.4 | 93.3 | |
| MVFNetBackbone=ResNet-101, Frames x Crops x Clips=8 x 3 x 10, GFLOPS=62.7 x 302020.12 | 77.4 | 92.9 | |
| SlowOnlyBackbone=ResNet-101, Frames x Crops x Clips=16 x 3 x 10, GFLOPS=185 x 302020.12 | 77.2 | — | |
| MVFNetBackbone=ResNet-50, Frames x Crops x Clips=16 x 3 x 10, GFLOPS=65.8 x 302020.12 | 77 | 92.8 | |
| ip-CSNBackbone=ResNet-101, Frames x Crops x Clips=32 x 3 x 10, GFLOPS=82 x 302020.12 | 76.7 | 92.3 | |
| NL+I3DBackbone=ResNet-50, Frames x Crops x Clips=128 x 3 x 10, GFLOPS=282 x 302020.12 | 76.5 | 92.6 | |
| X3D-MFrames x Crops x Clips=16 x 3 x 10, GFLOPS=6.2 x 302020.12 | 76 | 92.3 | |
| MVFNetBackbone=ResNet-50, Frames x Crops x Clips=8 x 3 x 10, GFLOPS=32.9 x 302020.12 | 76 | 92.4 | |
| SlowfastBackbone=R50+R50, Frames x Crops x Clips=(4+32) x 3 x 10, GFLOPS=36.1 x 302020.12 | 75.6 | 92.1 | |
| TEABackbone=ResNet-50, Frames x Crops x Clips=8 x 3 x 10, GFLOPS=33 x 302020.12 | 75 | 91.8 | |
| SlowOnlyBackbone=ResNet-50, Frames x Crops x Clips=8 x 3 x 10, GFLOPS=41.9 x 302020.12 | 74.9 | 91.5 | |
| TEINetBackbone=ResNet-50, Frames x Crops x Clips=8 x 3 x 10, GFLOPS=33 x 302020.12 | 74.9 | 91.8 | |
| NL+I3DBackbone=ResNet-50, Frames x Crops x Clips=32 x 3 x 10, GFLOPS=70.5 x 302020.12 | 74.9 | 91.6 | |
| S3D-GBackbone=Inception V1, Frames x Crops x Clips=64 x 3 x 10, GFLOPS=71.4 x 302020.12 | 74.7 | 93.4 | |
| R(2+1)DBackbone=ResNet-34, Frames x Crops x Clips=32 x 1 x 10, GFLOPS=152 x 102020.12 | 74.3 | 91.4 | |
| TSMBackbone=ResNet-50, Frames x Crops x Clips=8 x 3 x 10, GFLOPS=33 x 302020.12 | 74.1 | 91.2 | |
| STMBackbone=ResNet-50, Frames x Crops x Clips=16 x 3 x 10, GFLOPS=67 x 302020.12 | 73.7 | 91.6 | |
| TSNBackbone=Inception V3, Frames x Crops x Clips=25 x 10 x 1, GFLOPS=80 x 102020.12 | 72.5 | 90.2 | |
| I3DBackbone=Inception V1, Frames x Crops x Clips=64 x N/A x N/A, GFLOPS=108 x N/A2020.12 | 72.1 | 90.3 | |
| ECO-RGB_EnBackbone=BNIncep+Res3D-18, Frames x Crops x Clips=92 x 1 x 1, GFLOPS=267 x 12020.12 | 70 | — |