Action Recognition on NTU RGB+D X-sub 120
95.5AccuracyBHaRNet-M
Evaluation results
| Method | Links | |
|---|---|---|
| BHaRNet-MModality=J+B+JM+BM+RGB, GFLOPs=13.0, Params(M)=22.22026.01 | 95.5 | |
| PoseConv3DModality=B+RGB, GFLOPs=41.8*, Params(M)=31.6*2026.01 | 95.3 | |
| BHaRNet-MModality=J+B+RGB, GFLOPs=7.6, Params(M)=16.72026.01 | 95.3 | |
| BHaRNet-M†Modality=J+B+RGB, GFLOPs=7.6, Params(M)=16.72026.01 | 95.1 | |
| Ours (BHaRNet-P)GFLOPs=6.8, Params(M)=9.72026.01 | 94.8 | |
| Ours (BHaRNet-E)GFLOPs=10.9, Params(M)=112026.01 | 94.7 | |
| SkeleTGFLOPs=9.6, Params(M)=5.22026.01 | 94.6 | |
| BHaRNet-P‡GFLOPs=3.4, Params(M)=4.92026.01 | 94.5 | |
| Ours (BHaRNet-B)GFLOPs=6.6, Params(M)=5.52026.01 | 94.5 | |
| BHaRNet-E‡GFLOPs=3.3, Params(M)=2.82026.01 | 94.4 | |
| BHaRNet-E†GFLOPs=5.4, Params(M)=5.52026.01 | 94.3 | |
| BHaRNet-P†GFLOPs=3.4, Params(M)=4.92026.01 | 94.3 | |
| BHaRNet-B‡GFLOPs=9.6, Params(M)=5.22026.01 | 94.2 | |
| BHaRNet-B†GFLOPs=3.3, Params(M)=2.82026.01 | 94 | |
| MMNetModality=J+B+RGB, GFLOPs=89.2, Params(M)=34.22026.01 | 92.9 | |
| EPAM-NetModality=J+RGB, GFLOPs=8.1, Params(M)=2.52026.01 | 92.4 | |
| 3MformerGFLOPs=58.5, Params(M)=6.72026.01 | 92 | |
| pi-ViTModality=J+RGB, GFLOPs=590.0, Params(M)=121.42026.01 | 91.9 | |
| REASON+LLMCategory=LLM, Mod.=J, Two-stage=N, Interpret.=Y2026.05 | 91.2 | |
| DeGCNGFLOPs=6.9, Params(M)=5.62026.01 | 91 | |
| PartialVisGraphParams (M)=4.0, GFLOPs=2.90, Ensemble=4-stream2026.07 | 91 | |
| ProtoGCNEnsemble size=62024.11 | 90.9 | |
| ProtoGCNGFLOPs=43.4, Params(M)=24.92026.01 | 90.9 | |
| HocSLM2026.03 | 90.9 | |
| Hyper-GCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 90.9 | |
| Hyper-GCNPublication=ICCV 2025, Params (M)=2.3, GFLOPs=2.88, Ensemble=4-stream2026.07 | 90.9 | |
| X3D-UGTGFLOPs=9.15, Params (M)=0.96, Modality=RGB-only2026.02 | 90.88 | |
| LA-GCNEnsemble=6-stream2023.05 | 90.7 | |
| LA-GCN2026.03 | 90.7 | |
| ProtoGCNEnsemble size=42024.11 | 90.4 | |
| DVANetGFLOPs=25.5, Params (M)=40.5, Modality=RGB-only2026.02 | 90.4 | |
| HiODBackbone=GCN, Evaluation Protocol=FT.2026.02 | 90.4 | |
| ProtoGCNPublication=CVPR 2025, Ensemble=4-stream2026.07 | 90.4 | |
| MMCLTraining Modality=Multi-modality, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 90.3 | |
| BlockGCN2024.11 | 90.3 | |
| BlockGCNBackbone=GCN, Evaluation Protocol=FT.2026.02 | 90.3 | |
| BlockGCNGFLOPs=6.5, Params(M)=5.22026.01 | 90.3 | |
| BlockGCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 90.3 | |
| BlockGCNPublication=CVPR 2024, Params (M)=1.3, GFLOPs=1.63, Ensemble=4-stream2026.07 | 90.3 | |
| TSGCNeXt (new4s)Streams=4s2023.04 | 90.22 | |
| HD-GCN2024.11 | 90.1 | |
| REASONCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=Y2026.05 | 90.1 | |
| SUGARCategory=LLM, Mod.=J, Two-stage=Y, Interpret.=Y2026.05 | 90.1 | |
| KoopmanTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 90 | |
| TSGCNeXt (2s)Streams=2s2023.04 | 89.98 | |
| HyperformerType=Transformer, Parameters(M)=2.6M, Modality=4 streams2022.11 | 89.9 | |
| LA-GCNEnsemble=4-stream2023.05 | 89.9 | |
| GAPMode=4 ensemble2022.08 | 89.9 | |
| LSTTraining Modality=Multi-modality, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 89.9 | |
| GAP2024.11 | 89.9 | |
| JT-GraphFormer2024.11 | 89.9 | |
| GAP2026.03 | 89.9 | |
| IIP-TransformerCategory=Trans., Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 89.9 | |
| GAPCategory=LLM, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 89.9 | |
| HyperformerPublication=arXiv 2022, Params (M)=2.6, Ensemble=4-stream2026.07 | 89.9 | |
| InfoGCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 89.8 | |
| InfoGCN2024.11 | 89.8 | |
| SkeletonGCL2024.11 | 89.8 | |
| InfoGCNGFLOPs=10.0*, Params(M)=9.42026.01 | 89.8 | |
| HD-GCN*Category=GCN, Mod.=J+B+J'+B', Two-stage=N, Interpret.=N2026.05 | 89.8 | |
| SkateFormerCategory=Trans., Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 89.8 | |
| HD-GCNPublication=ICCV 2023, Params (M)=1.7, GFLOPs=1.77, Ensemble=4-stream2026.07 | 89.8 | |
| SkateFormerPublication=ECCV 2024, Params (M)=2.0, GFLOPs=3.62, Ensemble=4-stream2026.07 | 89.8 | |
| EPAM-NetGFLOPs=4.61, Params (M)=2.06, Modality=RGB-only2026.02 | 89.74 | |
| LA-GCNStream=Joint+Bone2023.05 | 89.7 | |
| ACFL-CTRTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 89.7 | |
| ProtoGCNEnsemble size=22024.11 | 89.7 | |
| SAP-CTRTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 89.5 | |
| FR-HeadTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 89.5 | |
| SkeletonGCLTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 89.5 | |
| FR-Head2024.11 | 89.5 | |
| FR HeadCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 89.5 | |
| FR-HeadPublication=CVPR 2023, Params (M)=2.0, Ensemble=4-stream2026.07 | 89.5 | |
| PSUMNetParams. (M)=2.8, FLOPs (G)=2.72022.08 | 89.4 | |
| TCA-GCNstream fusion=4sD (four-stream fusion)2022.05 | 89.4 | |
| InfoGCNType=Hybrid Model, Parameters(M)=1.6M, Modality=4 streams, MMD losses=true2022.11 | 89.4 | |
| Info-GCN2023.05 | 89.4 | |
| Info-GCNMode=4 ensemble2022.08 | 89.4 | |
| PSUMNetTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 89.4 | |
| Info-GCN2026.03 | 89.4 | |
| InfoGCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 89.4 | |
| TCA-GCN2022.05 | 89.2 | |
| DS-GCN2024.11 | 89.2 | |
| DS-GCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 89.2 | |
| TSGCNeXt (1s)Streams=1s2023.04 | 89.07 | |
| REASONCategory=GCN, Mod.=J+B, Two-stage=N, Interpret.=Y2026.05 | 88.97 | |
| CTR-GCNConference=ICCV20212023.04 | 88.9 | |
| CTR-GCNSource=Official performance2022.05 | 88.9 | |
| CTR-GCNType=GCN based, Params. (M)=5.6, FLOPs (G)=7.62022.08 | 88.9 | |
| CTR-GCN2022.05 | 88.9 | |
| CTR-GCN2023.05 | 88.9 | |
| CTR-GCNMode=4 ensemble2022.08 | 88.9 | |
| CTR-GCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 88.9 | |
| CTR-GCN2024.11 | 88.9 | |
| STF2024.11 | 88.9 | |
| CTR-GCNBackbone=GCN, Evaluation Protocol=FT.2026.02 | 88.9 | |
| CTR-GCNGFLOPs=7.9, Params(M)=5.82026.01 | 88.9 | |
| CTR-GCN2026.03 | 88.9 | |
| CTR-GCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 88.9 | |
| CTR-GCNPublication=ICCV 2021, Params (M)=1.5, GFLOPs=1.97, Ensemble=4-stream2026.07 | 88.9 |