Action Recognition on NW-UCLA
98.3Top-1 AccSkateFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| SkateFormerParams (M)=2.0, Flops (G)=3.62026.03 | 98.3 | |
| SkateFormer (4 ensemble)Mod.=All, Param. (M)=2.03, FLOPs (G)=14.48, Architecture paradigm=ANN-Trans.2026.03 | 98.3 | |
| SkateFormerCategory=Trans., Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 98.3 | |
| REASON+LLMCategory=LLM, Mod.=J, Two-stage=N, Interpret.=Y2026.05 | 98.1 | |
| REASONCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=Y2026.05 | 97.9 | |
| LA-GCN2023.05 | 97.6 | |
| Hyper-GCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 97.6 | |
| MMCLTraining Modality=Multi-modality, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 97.5 | |
| SkeMixFormerParams (M)=2.1, Flops (G)=4.82026.03 | 97.4 | |
| FreqMixFormerParams (M)=2.0, Flops (G)=64.42026.03 | 97.4 | |
| HocSLM2026.03 | 97.4 | |
| KGS-GCNParams (M)=1.4, Flops (G)=1.32026.03 | 97.3 | |
| GAPMode=4 ensemble2022.08 | 97.2 | |
| LSTTraining Modality=Multi-modality, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 97.2 | |
| DeGCNParams (M)=5.62026.03 | 97.2 | |
| UGSTM2026.03 | 97.2 | |
| GAPCategory=LLM, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 97.2 | |
| InfoGCN2023.05 | 97 | |
| InfoGCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 97 | |
| KoopmanTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 97 | |
| Info-GCN2026.03 | 97 | |
| BlockGCNParams (M)=1.3, Flops (G)=1.62026.03 | 96.9 | |
| BlockGCN2026.03 | 96.9 | |
| HD-GCN*Category=GCN, Mod.=J+B+J'+B', Two-stage=N, Interpret.=N2026.05 | 96.9 | |
| BlockGCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 96.9 | |
| InfoGCN* w/SkeletonGCLModality=4-Stream (4S)2023.01 | 96.8 | |
| FR-HeadTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 96.8 | |
| SkeletonGCLTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 96.8 | |
| Stream-GCN2023.06 | 96.8 | |
| FRHeadParams (M)=2.02026.03 | 96.8 | |
| SAN-GCN2026.03 | 96.8 | |
| FR HeadCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 96.8 | |
| HyperformerParams (M)=2.7, Flops (G)=9.62026.03 | 96.7 | |
| Hyperformer (4 ensemble)Mod.=All, Param. (M)=2.60, FLOPs (G)=59.20, Architecture paradigm=ANN-Trans.2026.03 | 96.7 | |
| InfoGCNModality=Joint+Bone (J+B), Implementation=Original paper2023.01 | 96.6 | |
| Info-GCNMode=4 ensemble2022.08 | 96.6 | |
| InfoGCNParams (M)=1.6, Flops (G)=1.82026.03 | 96.6 | |
| S3T-Former (D=384, Ensemble)Mod.=All, T=16, Param. (M)=10.73, FLOPs (G)=17.14, Architecture paradigm=SNN-Trans.2026.03 | 96.6 | |
| Info-GCN2026.03 | 96.6 | |
| MSS-GCN2026.03 | 96.6 | |
| InfoGCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 96.6 | |
| DST-HCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 96.6 | |
| CTR-GCN2023.05 | 96.5 | |
| CTR-GCNModality=Joint+Bone (J+B), Implementation=Original paper2023.01 | 96.5 | |
| CTR-GCN* w/SkeletonGCLModality=4-Stream (4S)2023.01 | 96.5 | |
| CTR-GCNMode=4 ensemble2022.08 | 96.5 | |
| CTR-GCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 96.5 | |
| CTR-GCNParams (M)=1.5, Flops (G)=2.02026.03 | 96.5 | |
| CTR-GCNMod.=All, Param. (M)=1.46, FLOPs (G)=7.88, Architecture paradigm=ANN-GCN2026.03 | 96.5 | |
| CTR-GCN2026.03 | 96.5 | |
| CTR-GCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 96.5 | |
| 2S-AGCN* w/SkeletonGCLModality=4-Stream (4S)2023.01 | 96.3 | |
| CTR-GCNModality=4-Stream (4S), Implementation=Retrained (*)2023.01 | 96.3 | |
| InfoGCNModality=4-Stream (4S), Implementation=Retrained (*)2023.01 | 96.1 | |
| InfoGCN* w/SkeletonGCLModality=Joint+Bone (J+B)2023.01 | 96.1 | |
| TA-CNNMode=4 ensemble2022.08 | 96.1 | |
| Ta-CNN2023.06 | 96.1 | |
| CTR-GCN* w/SkeletonGCLModality=Joint+Bone (J+B)2023.01 | 95.9 | |
| Signal-SGN (4 ensemble)Mod.=All, T=16, Param. (M)=1.74, FLOPs (G)=6.48, Architecture paradigm=SNN-GCN2026.03 | 95.9 | |
| S3T-Former (D=384)Mod.=J+B, T=16, Param. (M)=10.73, FLOPs (G)=8.574, Architecture paradigm=SNN-Trans.2026.03 | 95.8 | |
| 2S-AGCN* w/SkeletonGCLModality=Joint+Bone (J+B)2023.01 | 95.7 | |
| 2S-AGCNModality=4-Stream (4S), Implementation=Retrained (*)2023.01 | 95.5 | |
| InfoGCNModality=Joint+Bone (J+B), Implementation=Retrained (*)2023.01 | 95.5 | |
| DC-GCN+ADG2023.05 | 95.3 | |
| DC-GCN+ADGModality=Joint+Bone (J+B)2023.01 | 95.3 | |
| 2S-AGCNModality=Joint+Bone (J+B), Implementation=Original paper2023.01 | 95.3 | |
| DC-GCN+ADGMode=4 ensemble2022.08 | 95.3 | |
| DC-GCN+ADG2023.06 | 95.3 | |
| DC-GCN+ADGCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.05 | 95.3 | |
| CTR-GCN* w/SkeletonGCLModality=Joint (J)2023.01 | 95.1 | |
| S3T-Former (D=384)Mod.=J, T=32, Param. (M)=10.73, FLOPs (G)=8.574, Architecture paradigm=SNN-Trans.2026.03 | 95.1 | |
| 2S-AGCNModality=Joint+Bone (J+B), Implementation=Retrained (*)2023.01 | 95 | |
| CTR-GCN* w/SkeletonGCLModality=Bone (B)2023.01 | 95 | |
| InfoGCN* w/SkeletonGCLModality=Joint (J)2023.01 | 94.8 | |
| S3T-Former (D=384)Mod.=J, T=16, Param. (M)=10.73, FLOPs (G)=4.287, Architecture paradigm=SNN-Trans.2026.03 | 94.8 | |
| GSTLN2026.03 | 94.8 | |
| Shift-GCNfusion=4-stream2023.05 | 94.6 | |
| Shift-GCNModality=4-Stream (4S)2023.01 | 94.6 | |
| CTR-GCNModality=Joint (J), Implementation=Retrained (*)2023.01 | 94.6 | |
| InfoGCN* w/SkeletonGCLModality=Bone (B)2023.01 | 94.6 | |
| 4S-Shift-GCNMode=4 ensemble2022.08 | 94.6 | |
| Shift-GCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.07 | 94.6 | |
| 4s Shift-GCNStreams=42023.06 | 94.6 | |
| Shift-GCNMod.=All, FLOPs (G)=10.00, Architecture paradigm=ANN-GCN2026.03 | 94.6 | |
| Shift-GCN2026.03 | 94.6 | |
| S3T-Former (D=256)Mod.=J, T=32, Param. (M)=4.80, FLOPs (G)=3.829, Architecture paradigm=SNN-Trans.2026.03 | 94.3 | |
| Shift-GCNModality=Joint+Bone (J+B)2023.01 | 94.2 | |
| CTR-GCNModality=Joint+Bone (J+B), Implementation=Retrained (*)2023.01 | 94.2 | |
| InfoGCNModality=Bone (B), Implementation=Retrained (*)2023.01 | 94.2 | |
| Force NetworkModality=Kinematics + Force2025.12 | 93.97 | |
| InfoGCNModality=Joint (J), Implementation=Retrained (*)2023.01 | 93.8 | |
| S3T-Former (D=256)Mod.=J, T=16, Param. (M)=4.80, FLOPs (G)=1.914, Architecture paradigm=SNN-Trans.2026.03 | 93.8 | |
| VPNTraining Modality=Multi-modality, Inference Modality=Multi-modality, Multi-stream ensemble=true2024.07 | 93.5 | |
| AGC-LSTM2023.05 | 93.3 | |
| AGC-LSTMModality=Joint (J)2023.01 | 93.3 | |
| 2S-AGC-LSTMMode=2 ensemble2022.08 | 93.3 | |
| Signal-SGNMod.=J+B, T=16, Param. (M)=1.74, FLOPs (G)=3.24, Architecture paradigm=SNN-GCN2026.03 | 93.1 | |
| S3T-Former (D=256)Mod.=J, T=8, Param. (M)=4.80, FLOPs (G)=0.957, Architecture paradigm=SNN-Trans.2026.03 | 93.1 | |
| 2S-AGCN* w/SkeletonGCLModality=Bone (B)2023.01 | 93 | |
| BaselineModality=Kinematics-Only2025.12 | 93 |