Action Recognition on UCF-101 fine-tuning protocol
96.1AccuracyVideoMAE
Evaluation results
| Method | Links | |
|---|---|---|
| VideoMAEBackbone=ViT-B, Extra data=Kinetics-400, Frames=16, Param=87M, Modality=V, Fine-tuning=true2022.03 | 96.1 | |
| GDTBackbone=R(2+1)D, Extra data=IG65M, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.03 | 95.2 | |
| CVRLBackbone=Slow-R152 (2x), Extra data=Kinetics-600, Frames=32, Param=328M, Modality=V, Fine-tuning=true2022.03 | 94.4 | |
| ρBYOL_ρ=4Backbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.03 | 94.2 | |
| XDCBackbone=R(2+1)D, Extra data=IG65M, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.03 | 94.2 | |
| ELOBackbone=R(2+1)D, Extra data=Youtube8M-2, Frames=N/A, Param=N/A, Modality=V+A, Fine-tuning=true2022.03 | 93.8 | |
| RSPNetBackbone=S3D-G, Extra data=Kinetics-400, Frames=64, Param=9M, Modality=V, Fine-tuning=true2022.03 | 93.7 | |
| CVRLBackbone=SlowOnly-R50, Extra data=Kinetics-600, Frames=32, Param=32M, Modality=V, Fine-tuning=true2022.03 | 93.6 | |
| CORP_fBackbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=32, Param=32M, Modality=V, Fine-tuning=true2022.03 | 93.5 | |
| CVRLBackbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=32, Param=32M, Modality=V, Fine-tuning=true2022.03 | 92.9 | |
| CPDBackbone=ResNet50, Extra data=IG300k, Frames=16, Param=N/A, Modality=V+T, Fine-tuning=true2022.03 | 92.8 | |
| ρBYOL_ρ=2Backbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.03 | 92.7 | |
| MMVBackbone=S3D-G, Extra data=AS+HTM, Frames=32, Param=9M, Modality=V+A+T, Fine-tuning=true2022.03 | 92.5 | |
| VideoMAEBackbone=ViT-B, Extra data=no external data, Frames=16, Param=87M, Modality=V, Fine-tuning=true2022.03 | 91.3 | |
| MIL-NCEBackbone=S3D, Extra data=HowTo100M, Frames=32, Param=9M, Modality=V+T, Fine-tuning=true2022.03 | 91.3 | |
| ρMoCo_ρ=2Backbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.03 | 91 | |
| GDTBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.03 | 89.3 | |
| Vi²CLRBackbone=S3D, Extra data=Kinetics-400, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.03 | 89.1 | |
| ρSimCLR_ρ=2Backbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.03 | 88.9 | |
| CoCLRBackbone=S3D-G, Extra data=Kinetics-400, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.03 | 87.9 | |
| ρSwAV_ρ=2Backbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.03 | 87.3 | |
| MemDPCBackbone=R-2D3D, Extra data=Kinetics-400, Frames=40, Param=32M, Modality=V, Fine-tuning=true2022.03 | 86.1 | |
| XDCBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.03 | 84.2 | |
| Vi²CLRBackbone=S3D, Extra data=UCF101, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.03 | 82.8 | |
| VTHCLBackbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.03 | 82.1 | |
| CoCLRBackbone=S3D-G, Extra data=UCF101, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.03 | 81.4 | |
| SpeedNetBackbone=S3D-G, Extra data=Kinetics-400, Frames=64, Param=9M, Modality=V, Fine-tuning=true2022.03 | 81.1 | |
| VideoMoCoBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=16, Param=15M, Modality=V, Fine-tuning=true2022.03 | 78.7 | |
| PaceBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=16, Param=15M, Modality=V, Fine-tuning=true2022.03 | 77.1 | |
| VCOPBackbone=R(2+1)D, Extra data=UCF101, Frames=N/A, Param=N/A, Modality=V, Fine-tuning=true2022.03 | 72.4 | |
| Spatio-Temporal Jigsaw Puzzlesprotocol=fine-tuning2022.07 | 67.7 | |
| VCOPprotocol=fine-tuning2022.07 | 64.9 | |
| OPNBackbone=VGG, Extra data=UCF101, Frames=N/A, Param=N/A, Modality=V, Fine-tuning=true2022.03 | 59.6 | |
| OPNprotocol=fine-tuning2022.07 | 56.3 | |
| Shuffle & Learnprotocol=fine-tuning2022.07 | 50.2 |