Video Recognition on Kinetics 400 1.0 (val)
84.9Top-1 AccVideo Swin-L (384↑)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Video Swin-L (384↑)Pre-train=IN-21K, GFLOPs=2107, Views=10×5, Params=200.02022.06 | 84.9 | 96.7 | |
| Video Swin-BPre-train=IN-21K, GFLOPs=282, Views=4 × 3, Params=88.12022.06 | 82.7 | 95.5 | |
| MLP-3D-LPre-train=IN-1K, GFLOPs=308, Views=4 × 3, Params=135.62022.06 | 81.4 | 95.2 | |
| ViViT-L/16 × 2 320Pre-train=IN-21K, GFLOPs=3992, Views=4 × 3, Params=310.82022.06 | 81.3 | 94.7 | |
| MViT-B, 64 x 3Pre-train=None, GFLOPs=455, Views=3 × 3, Params=36.62022.06 | 81.2 | 95.1 | |
| MLP-3D-MPre-train=IN-1K, GFLOPs=170, Views=4 × 3, Params=80.52022.06 | 81 | 94.9 | |
| TimeSformer-LPre-train=IN-21K, GFLOPs=2380, Views=1 × 3, Params=121.42022.06 | 80.7 | 94.7 | |
| Video Swin-SPre-train=IN-1K, GFLOPs=166, Views=4 × 3, Params=49.82022.06 | 80.6 | 94.5 | |
| Video Swin-BPre-train=IN-1K, GFLOPs=282, Views=4 × 3, Params=88.12022.06 | 80.6 | 94.6 | |
| ViViT-L/16 × 2Pre-train=IN-21K, GFLOPs=1446, Views=4 × 3, Params=310.82022.06 | 80.6 | 94.7 | |
| DG-P3DPre-train=IN-1K, GFLOPs=218, Views=10×32022.06 | 80.5 | 94.6 | |
| X3D-XXLPre-train=None, GFLOPs=144, Views=10×3, Params=20.32022.06 | 80.4 | 94.6 | |
| TokShiftPre-train=IN-21K, GFLOPs=2096, Views=10×3, Params=303.42022.06 | 80.4 | 94.4 | |
| MViT-B, 32 × 3Pre-train=None, GFLOPs=170, Views=1 × 5, Params=36.62022.06 | 80.2 | 94.4 | |
| MLP-3D-SPre-train=IN-1K, GFLOPs=102, Views=4 × 3, Params=68.52022.06 | 80.2 | 93.8 | |
| CorrNet-101Pre-train=None, GFLOPs=224, Views=10×32022.06 | 79.8 | 93.9 | |
| SlowFast R101+NLPre-train=None, GFLOPs=234, Views=10×3, Params=59.92022.06 | 79.8 | 93.9 | |
| LGD-3DPre-train=IN-1K, GFLOPs=1952022.06 | 79.4 | 94.4 | |
| TDNPre-train=IN-1K, GFLOPs=198, Views=10×32022.06 | 79.4 | 94.4 | |
| DSA+I3DBackbone=3D ResNet-50, Sampling (Tinfer x Uinfer x #crop)=(4+8)x8x3, GFLOPs=251.5x2x3=15092021.05 | 79 | 93.7 | |
| Video Swin-TPre-train=IN-1K, GFLOPs=88, Views=4 × 3, Params=28.22022.06 | 78.8 | 93.6 | |
| SmallBigPre-train=IN-1K, GFLOPs=475, Views=4 × 32022.06 | 78.7 | 93.7 | |
| ViT-VTNPre-train=IN-21K, GFLOPs=4218, Views=1 × 1, Params=11.02022.06 | 78.6 | 93.7 | |
| DSA+I3DBackbone=3D ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x8x3, GFLOPs=167.7x2x3=10062021.05 | 78.2 | 93.2 | |
| SlowfastBackbone=3D R101+3D R101, Sampling (Tinfer x Uinfer x #crop)=(8+32)x3x10, GFLOPs=106x30=31802021.05 | 77.9 | 93.2 | |
| ip-CSN-152Pre-train=None, GFLOPs=109, Views=10×3, Params=32.82022.06 | 77.8 | 92.8 | |
| NL I3D-101Pre-train=IN-1K, GFLOPs=359, Views=10×3, Params=61.82022.06 | 77.7 | 93.3 | |
| DSA+I3DBackbone=3D ResNet-50, Sampling (Tinfer x Uinfer x #crop)=4x8x3, GFLOPs=83.8x2x3=5032021.05 | 77.7 | 93.1 | |
| X3D-LBackbone=not specified, Sampling (Tinfer x Uinfer x #crop)=16x10x3, GFLOPs=24.8x30=7442021.05 | 77.5 | 92.9 | |
| V4D+I3DBackbone=3D ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x10x3, GFLOPs=21462021.05 | 77.4 | 93.1 | |
| MLP-3D-XSPre-train=IN-1K, GFLOPs=57, Views=4 × 3, Params=50.12022.06 | 77.2 | 93.1 | |
| SlowfastBackbone=3D R50+3D R50, Sampling (Tinfer x Uinfer x #crop)=(8+32)x3x10, GFLOPs=65.7x30=19712021.05 | 77 | 92.6 | |
| NL+I3DBackbone=3D ResNet-50, Sampling (Tinfer x Uinfer x #crop)=128x10x3, GFLOPs=282x30=84602021.05 | 76.5 | 92.6 | |
| TANetBackbone=ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x10x3, GFLOPs=43x30=12902021.05 | 76.1 | 92.3 | |
| MVFNetBackbone=ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x10x3, GFLOPs=33x30=9902021.05 | 76 | 92.4 | |
| SlowfastBackbone=3D R50+3D R50, Sampling (Tinfer x Uinfer x #crop)=(4+32)x10x3, GFLOPs=36.1x30=10832021.05 | 75.6 | 92.1 | |
| TEABackbone=ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x10x3, GFLOPs=35x30=10502021.05 | 75 | 91.8 | |
| TEINetBackbone=ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x10x3, GFLOPs=33x30=9902021.05 | 74.9 | 91.8 | |
| NL+I3DBackbone=3D ResNet-50, Sampling (Tinfer x Uinfer x #crop)=32x10x3, GFLOPs=70.5x30=21152021.05 | 74.9 | 91.6 | |
| SlowonlyBackbone=3D ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x10x3, GFLOPs=41.9x30=12572021.05 | 74.9 | 91.5 | |
| TSMBackbone=ResNet-50, Sampling (Tinfer x Uinfer x #crop)=8x10x3, GFLOPs=33x30=9902021.05 | 74.1 | 91.2 | |
| I3DPre-train=IN-1K, GFLOPs=108, Params=25.02022.06 | 72.1 | 90.3 | |
| R(2+1)DPre-train=None, GFLOPs=75, Views=10×1, Params=61.82022.06 | 72 | 90 |