Action Recognition on NTU RGB+D X-View
97.8AccuracySkateFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| SkateFormerPublication=ECCV 2024, Params (M)=2.0, GFLOPs=3.62, Ensemble=4-stream2026.07 | 97.8 | |
| Hyper-GCNPublication=ICCV 2025, Params (M)=2.3, GFLOPs=2.88, Ensemble=4-stream2026.07 | 97.8 | |
| PartialVisGraphParams (M)=4.0, GFLOPs=2.90, Ensemble=4-stream2026.07 | 97.6 | |
| ProtoGCNPublication=CVPR 2025, Ensemble=4-stream2026.07 | 97.5 | |
| HD-GCNPublication=ICCV 2023, Params (M)=1.7, GFLOPs=1.77, Ensemble=4-stream2026.07 | 97 | |
| BlockGCNPublication=CVPR 2024, Params (M)=1.3, GFLOPs=1.63, Ensemble=4-stream2026.07 | 97 | |
| FR-HeadPublication=CVPR 2023, Params (M)=2.0, Ensemble=4-stream2026.07 | 96.8 | |
| HyperformerPublication=arXiv 2022, Params (M)=2.6, Ensemble=4-stream2026.07 | 96.5 | |
| CTR-GCNPublication=ICCV 2021, Params (M)=1.5, GFLOPs=1.97, Ensemble=4-stream2026.07 | 96.4 | |
| 3s-TranCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 90.7 | |
| 3s-ActCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 88.8 | |
| TranCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 87.9 | |
| TranCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 87.1 | |
| ActCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 86.7 | |
| ActCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 85 | |
| TranCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 84.8 | |
| ActCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 84.4 | |
| 3s-AimCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 83.8 | |
| 3s-SkeletonCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 79.8 | |
| AimCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 79.7 | |
| AimCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 77 | |
| SkeletonCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 76.4 | |
| AimCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 70.6 | |
| SkeletonCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 67.4 | |
| SkeletonCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 50.8 |