Action Recognition on NTU RGB+D 60 (cross-view (CV))
99.6Top-1 AccPoseC3D
Evaluation Results
| Method | Links | |
|---|---|---|
| PoseC3D2D Skeleton=Re-estimated data, 3D Skeleton=No, RGB=Yes2025.12 | 99.6 | |
| PAN-Ensemble2D Skeleton=Yes, 3D Skeleton=Yes, RGB=Yes2025.12 | 99.5 | |
| VPN++ (late fusion)2D Skeleton=No, 3D Skeleton=Yes, RGB=Yes2025.12 | 99.1 | |
| π-ViT (late fusion)2D Skeleton=Used in training only, 3D Skeleton=Yes, RGB=Yes2025.12 | 99 | |
| PAN-Unified2D Skeleton=Yes, 3D Skeleton=Yes, RGB=Yes2025.12 | 98.9 | |
| 3Mformer2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.12 | 98.7 | |
| PAN (Guided)2D Skeleton=Yes, 3D Skeleton=No, RGB=Yes2025.12 | 98.6 | |
| PAN (Even)2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.12 | 98.5 | |
| π-ViT2D Skeleton=Used in training only, 3D Skeleton=Used in training only, RGB=Yes2025.12 | 97.9 | |
| 3D-Def-Transformer2D Skeleton=Yes, 3D Skeleton=No, RGB=Yes2025.12 | 97.9 | |
| ProtoGCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.12 | 97.8 | |
| TimeSformer2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.12 | 97.2 | |
| InfoGCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.12 | 97.1 | |
| BlockGCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.12 | 97 | |
| Video Swin2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.12 | 96.6 | |
| Decouple-GCNPublisher=ECCV2020, Streams=4s2021.08 | 96.6 | |
| Shift-GCNPublisher=CVPR20, Streams=4s2021.08 | 96.6 | |
| MST-GCNPublisher=AAAI21, Streams=4s2021.08 | 96.6 | |
| DualHead-NetStream configuration=four-stream fusion (4s)2021.08 | 96.6 | |
| STAR-Transformer2D Skeleton=Yes, 3D Skeleton=No, RGB=Yes2025.12 | 96.5 | |
| DualHead-NetStream configuration=joint-bone two-stream fusion (2s)2021.08 | 96.5 | |
| CTR-GCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.12 | 96.4 | |
| MS-AAGCNPublisher=TIP202021.08 | 96.2 | |
| MS-G3DPublisher=CVPR20, Streams=2s2021.08 | 96.2 | |
| VPN++2D Skeleton=No, 3D Skeleton=Used in training only, RGB=Yes2025.12 | 96.1 | |
| DGNNPublisher=CVPR192021.08 | 96.1 | |
| STIGCNPublisher=ACMMM202021.08 | 96.1 | |
| DualHead-NetStream configuration=joint stream (Js)2021.08 | 96.1 | |
| ResGCNPublisher=ACMMM202021.08 | 96 | |
| Dynamic-GCNPublisher=ACMMM20, Streams=4s2021.08 | 96 | |
| NAS-GCNPublisher=AAAI202021.08 | 95.7 | |
| DualHead-NetStream configuration=bone stream (Bs)2021.08 | 95.5 | |
| 2s-AGCNPublisher=CVPR19, Streams=2s2021.08 | 95.1 | |
| SGNPublisher=CVPR202021.08 | 94.5 | |
| GR-GCNPublisher=ACMMM192021.08 | 94.3 | |
| AS-GCNPublisher=CVPR192021.08 | 94.2 | |
| SR-TSLPublisher=ECCV182021.08 | 92.4 | |
| STGR-GCNPublisher=AAAI192021.08 | 92.3 | |
| MotionFormer2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.12 | 91.6 | |
| ST-GCNPublisher=AAAI182021.08 | 88.3 | |
| VA-LSTMPublisher=ICCV172021.08 | 87.6 | |
| Clips+CNN+MTLNPublisher=CVPR172021.08 | 84.8 | |
| TCNPublisher=CVPRW172021.08 | 83.1 | |
| GCA-LSTMPublisher=CVPR172021.08 | 82.8 |