Action Recognition on NTU-60 (Cross-Subject (CS))
97Top-1 AccuracyPoseC3D
Evaluation Results
| Method | Links | |
|---|---|---|
| PoseC3DModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 97 | |
| VPN++ + 3D PosesModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 96.6 | |
| π-ViT + 3D PosesModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 96.3 | |
| VPNModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 95.5 | |
| VPN++ + 3D PosesStream=VPN++ + 3D Poses2021.05 | 94.9 | |
| 3MformerModality (Pose)=Yes, Modality (RGB)=No2023.11 | 94.8 | |
| 3D-Def-TransformerModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 94.3 | |
| TimeSformer + 3D-SIMModality (Pose)=Training only, Modality (RGB)=Yes2023.11 | 94 | |
| π-ViTModality (Pose)=Training only, Modality (RGB)=Yes2023.11 | 94 | |
| PoseC3DModality (Pose)=Yes, Modality (RGB)=No2023.11 | 93.7 | |
| ViewConModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 93.7 | |
| VPNStream=I1 + I2 (attention)2021.05 | 93.5 | |
| VPN++Modality (Pose)=Training only, Modality (RGB)=Yes2023.11 | 93.5 | |
| Video SwinModality (Pose)=No, Modality (RGB)=Yes2023.11 | 93.4 | |
| InfoGCNModality (Pose)=Yes, Modality (RGB)=No2023.11 | 93 | |
| TimeSformerModality (Pose)=No, Modality (RGB)=Yes2023.11 | 93 | |
| TimeSformer + 2D-SIMModality (Pose)=Training only, Modality (RGB)=Yes2023.11 | 93 | |
| Separable STAModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 92.2 | |
| STAR-TransformerModality (Pose)=Yes, Modality (RGB)=Yes2023.11 | 92 | |
| VPN++Stream=VPN++2021.05 | 91.9 | |
| ViewConModality (Pose)=No, Modality (RGB)=Yes2023.11 | 91.4 | |
| VPN-FStream=VPN-F2021.05 | 90.8 | |
| HyperformerModality (Pose)=Yes, Modality (RGB)=No2023.11 | 90.7 | |
| VPN-AStream=VPN-A2021.05 | 90 | |
| ViewCLRModality (Pose)=No, Modality (RGB)=Yes2023.11 | 89.7 | |
| RGB + 3D Poses (Late Fusion)Stream=I1 + I2 (Late Fusion)2021.05 | 87.7 | |
| Glimpse CloudsModality (Pose)=Training only, Modality (RGB)=Yes2023.11 | 86.6 | |
| AGCN-JStream=3D Poses2021.05 | 85.8 | |
| MotionFormerModality (Pose)=No, Modality (RGB)=Yes2023.11 | 85.7 | |
| I3DStream=RGB2021.05 | 85.5 | |
| TimeSformer + DnAPre-train=Kinetics400, Resolution=224x224, Frames=82026.06 | 82.4 | |
| Vyas et al.Modality (Pose)=No, Modality (RGB)=Yes2023.11 | 82.3 | |
| TimeSformer + Diff. Attn.Pre-train=Kinetics400, Resolution=224x224, Frames=82026.06 | 81.5 | |
| TimeSformerPre-train=Kinetics400, Resolution=224x224, Frames=82026.06 | 81.2 |