Action Recognition on NTU-RGB+D X-Sub
95AccuracySBFConv3D
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=102026.04 | 95 | — | — | |
| SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=12026.04 | 94.8 | — | — | |
| SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=12026.04 | 94.6 | — | — | |
| SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=102026.04 | 94.6 | — | — | |
| MS-G3DCategory=Skeleton, Add. Anno.=✗, Params (M)=11.8, FLOPs (G)=27.4, Clips=102026.04 | 94.1 | — | — | |
| ProtoGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=24.9, FLOPs (G)=36.9, Clips=102026.04 | 94.1 | — | — | |
| PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=102026.04 | 94.1 | — | — | |
| PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=12026.04 | 94 | — | — | |
| BlockGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.2, FLOPs (G)=8.4, Clips=102026.04 | 93.9 | — | — | |
| PartialVisGraphParams (M)=4.0, GFLOPs=2.90, Ensemble=4-stream2026.07 | 93.8 | — | — | |
| Hyper-GCNPublication=ICCV 2025, Params (M)=2.3, GFLOPs=2.88, Ensemble=4-stream2026.07 | 93.7 | — | — | |
| HocSLM2026.03 | 93.6 | — | — | |
| CTR-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.7, FLOPs (G)=7.8, Clips=102026.04 | 93.6 | — | — | |
| LA-GCN2026.03 | 93.5 | — | — | |
| SkateFormerPublication=ECCV 2024, Params (M)=2.0, GFLOPs=3.62, Ensemble=4-stream2026.07 | 93.5 | — | — | |
| ProtoGCNPublication=CVPR 2025, Ensemble=4-stream2026.07 | 93.5 | — | — | |
| ST-GCN++Category=Skeleton, Add. Anno.=✗, Params (M)=5.6, FLOPs (G)=11.2, Clips=102026.04 | 93.2 | — | — | |
| BlockGCNPublication=CVPR 2024, Params (M)=1.3, GFLOPs=1.63, Ensemble=4-stream2026.07 | 93.1 | — | — | |
| Info-GCN2026.03 | 93 | — | — | |
| AA-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=15.0, FLOPs (G)=17.4, Clips=102026.04 | 93 | — | — | |
| HD-GCNPublication=ICCV 2023, Params (M)=1.7, GFLOPs=1.77, Ensemble=4-stream2026.07 | 93 | — | — | |
| GAP2026.03 | 92.9 | — | — | |
| HyperformerPublication=arXiv 2022, Params (M)=2.6, Ensemble=4-stream2026.07 | 92.9 | — | — | |
| FR-HeadPublication=CVPR 2023, Params (M)=2.0, Ensemble=4-stream2026.07 | 92.8 | — | — | |
| CTR-GCN2021.07 | 92.4 | — | — | |
| CTR-GCN2026.03 | 92.4 | — | — | |
| ST-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=12.3, FLOPs (G)=15.3, Clips=102026.04 | 92.4 | — | — | |
| CTR-GCNPublication=ICCV 2021, Params (M)=1.5, GFLOPs=1.97, Ensemble=4-stream2026.07 | 92.4 | — | — | |
| Dynamic GCN2021.07 | 91.5 | — | — | |
| MS-G3D2021.07 | 91.5 | — | — | |
| Dynamic-GCN2026.03 | 91.5 | — | — | |
| MS-G3D2026.03 | 91.5 | — | — | |
| MST-GCN2026.03 | 91.5 | — | — | |
| MSICategory=Skl+Obj, Add. Anno.=✓2026.04 | 91.5 | — | — | |
| DDGCN2021.07 | 91.1 | — | — | |
| PA-ResGCN-B192021.07 | 90.9 | — | — | |
| PartialVisGraphFoV centre=Head (3)2026.07 | 90.9 | — | — | |
| DC-GCN+ADG2021.07 | 90.8 | — | — | |
| DC-GCN + ADG2026.03 | 90.8 | — | — | |
| Shift-GCN2021.07 | 90.7 | — | — | |
| Shift-GCN2026.03 | 90.7 | — | — | |
| PartialVisGraphFoV centre=Spine (20)2026.07 | 90.6 | — | — | |
| ST-TR-agcn2026.03 | 90.3 | — | — | |
| IOLCategory=Skl+Obj, Add. Anno.=✓2026.04 | 90 | — | — | |
| DGNN2021.07 | 89.9 | — | — | |
| DGNN2026.03 | 89.9 | — | — | |
| AGC-LSTM2021.07 | 89.2 | — | — | |
| AGC-LSTM2026.03 | 89.2 | — | — | |
| PartialVisGraphFoV centre=Base of the spine (0)2026.07 | 89.2 | — | — | |
| SGN2021.07 | 89 | — | — | |
| SGN2026.03 | 89 | — | — | |
| 2s-AGCN2021.07 | 88.5 | — | — | |
| 2s-AGCN2026.03 | 88.5 | — | — | |
| PartialVisGraphFoV centre=Head (3)2026.07 | 88.5 | — | — | |
| PartialVisGraphFoV centre=Spine (20)2026.07 | 87.1 | — | — | |
| AS-GCN2026.03 | 86.8 | — | — | |
| HCN2021.07 | 86.5 | — | — | |
| 3s-TranCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 86.3 | — | — | |
| Hyper-GCNFoV centre=Head (3)2026.07 | 85.4 | — | — | |
| HyperformerFoV centre=Head (3)2026.07 | 84.5 | — | — | |
| 3s-ActCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 84.3 | — | — | |
| TranCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 83.8 | — | — | |
| PartialVisGraphFoV centre=Base of the spine (0)2026.07 | 83.8 | — | — | |
| TranCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 83.3 | — | — | |
| FR-HeadFoV centre=Head (3)2026.07 | 83.2 | — | — | |
| Hyper-GCNFoV centre=Spine (20)2026.07 | 82.1 | — | — | |
| HyperformerFoV centre=Spine (20)2026.07 | 82.1 | — | — | |
| HD-GCNFoV centre=Head (3)2026.07 | 81.9 | — | — | |
| Ind-RNN2021.07 | 81.8 | — | — | |
| ST-GCN2021.07 | 81.5 | — | — | |
| ST-GCN2026.03 | 81.5 | — | — | |
| TranCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 81.2 | — | — | |
| ActCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 80.9 | — | — | |
| FR-HeadFoV centre=Spine (20)2026.07 | 80.6 | — | — | |
| ActCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 80.1 | — | — | |
| 3s-AimCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 78.9 | — | — | |
| ActCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 78.6 | — | — | |
| HD-GCNFoV centre=Spine (20)2026.07 | 78.5 | — | — | |
| 3s-SkeletonCLRStream=Joint+Motion+Bone, Evaluation Protocol=Linear Evaluation2026.04 | 75 | — | — | |
| AimCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 74.3 | — | — | |
| AimCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 73.2 | — | — | |
| SkeletonCLRStream=Bone, Evaluation Protocol=Linear Evaluation2026.04 | 69.4 | — | — | |
| HyperformerFoV centre=Base of the spine (0)2026.07 | 68.8 | — | — | |
| SkeletonCLRStream=Joint, Evaluation Protocol=Linear Evaluation2026.04 | 68.3 | — | — | |
| AimCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 66.8 | — | — | |
| Hyper-GCNFoV centre=Head (3)2026.07 | 65.9 | — | — | |
| Hyper-GCNFoV centre=Base of the spine (0)2026.07 | 65.1 | — | — | |
| HyperformerFoV centre=Head (3)2026.07 | 64.3 | — | — | |
| FR-HeadFoV centre=Base of the spine (0)2026.07 | 61.9 | — | — | |
| Hyper-GCNFoV centre=Spine (20)2026.07 | 58.5 | — | — | |
| HD-GCNFoV centre=Base of the spine (0)2026.07 | 57.3 | — | — | |
| FR-HeadFoV centre=Head (3)2026.07 | 57.3 | — | — | |
| HyperformerFoV centre=Spine (20)2026.07 | 56.7 | — | — | |
| HD-GCNFoV centre=Head (3)2026.07 | 53.4 | — | — | |
| SkeletonCLRStream=Motion, Evaluation Protocol=Linear Evaluation2026.04 | 53.3 | — | — | |
| FR-HeadFoV centre=Spine (20)2026.07 | 51.3 | — | — | |
| HD-GCNFoV centre=Spine (20)2026.07 | 46.4 | — | — | |
| HyperformerFoV centre=Base of the spine (0)2026.07 | 40 | — | — | |
| Hyper-GCNFoV centre=Base of the spine (0)2026.07 | 34.1 | — | — | |
| FR-HeadFoV centre=Base of the spine (0)2026.07 | 33.8 | — | — |