Skeleton-based Action Recognition on NW-UCLA
96.8AccuracyFR Head
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FR HeadFusion=joint, bone, joint motion, and bone motion2023.03 | 96.8 | — | |
| FR-HeadParam. (M)=1.3, FLOPs (G)=7.08, Power (mJ)=32.572025.12 | 96.8 | — | |
| TSGCNeXt2023.04 | 96.55 | — | |
| CTR-GCN2023.04 | 96.5 | — | |
| CTR-GCNPublication=ICCV20212023.03 | 96.5 | — | |
| CTR-GCNParam. (M)=1.46, FLOPs (G)=7.88, Power (mJ)=36.252025.12 | 96.5 | — | |
| Info-GCNParam. (M)=1.6, FLOPs (G)=7.36, Power (mJ)=33.862025.12 | 96.5 | — | |
| Signal-SGN++ (4 ensemble)Param. (M)=1.72, FLOPs (G)=6.44, SOPs (G)=1.252, Power (mJ)=1.4762025.12 | 96.3 | — | |
| Ta-CNNPublication=AAAI20222023.03 | 96.1 | — | |
| Signal-SGN (4 ensemble)Param. (M)=1.74, FLOPs (G)=6.48, SOPs (G)=1.28, Power (mJ)=1.4882025.12 | 95.9 | — | |
| DC-GCN+ADG2023.04 | 95.3 | — | |
| DC-GCN+ADGPublication=ECCV20202023.03 | 95.3 | — | |
| Shift-STGCN2023.04 | 94.6 | — | |
| Shift-GCNPublication=CVPR20202023.03 | 94.6 | — | |
| Shift-GCNFLOPs (G)=10, Power (mJ)=462025.12 | 94.6 | — | |
| DropGraphModality=S2021.10 | 93.8 | — | |
| Signal-SGN++ (Bone+Joint)Param. (M)=1.72, FLOPs (G)=3.22, SOPs (G)=0.626, Power (mJ)=0.7382025.12 | 93.7 | — | |
| Signal-SGN++ (Joint)Param. (M)=1.72, FLOPs (G)=1.61, SOPs (G)=0.313, Power (mJ)=0.3692025.12 | 93.5 | — | |
| AGC-LSTM2023.04 | 93.3 | — | |
| AGC-LSTMInput level=Joint&Part2019.02 | 93.3 | — | |
| AGC-LSTMPublication=CVPR20192023.03 | 93.3 | — | |
| Signal-SGN (Bone+Joint)Param. (M)=1.74, FLOPs (G)=3.24, SOPs (G)=0.628, Power (mJ)=0.7442025.12 | 93.1 | — | |
| Signal-SGN (Joint)Param. (M)=1.74, FLOPs (G)=1.62, SOPs (G)=0.314, Power (mJ)=0.3722025.12 | 92.7 | — | |
| MK-SGNParam. (M)=2.17, FLOPs (G)=7.84, SOPs (G)=0.68, Power (mJ)=0.6142025.12 | 92.3 | — | |
| AGC-LSTMInput level=Joint2019.02 | 92.2 | — | |
| AGC-LSTMInput level=Part2019.02 | 90.1 | — | |
| Spike-driven Transformer V2Param. (M)=11.47, FLOPs (G)=38.28, SOPs (G)=2.59, Power (mJ)=2.912025.12 | 89.4 | — | |
| Ensemble TS-LSTMYear=20172019.02 | 89.2 | — | |
| STAttenParam. (M)=3.19, FLOPs (G)=25.48, SOPs (G)=1.98, Power (mJ)=2.482025.12 | 86.9 | — | |
| Spiking Wavelet TransformerParam. (M)=3.24, FLOPs (G)=19.3, SOPs (G)=1.48, Power (mJ)=2.012025.12 | 86.7 | — | |
| Visualization CNNYear=20172019.02 | 86.1 | — | |
| SpikformerParam. (M)=4.78, FLOPs (G)=24.07, SOPs (G)=1.69, Power (mJ)=2.172025.12 | 85.4 | — | |
| P&CModality=S, Classifier=1-NN2021.10 | 84.9 | — | |
| MCAE-MP (SLP)Modality=S, Classifier=SLP2021.10 | 83.6 | — | |
| Spike-driven TransformerParam. (M)=4.77, FLOPs (G)=23.5, SOPs (G)=1.57, Power (mJ)=1.932025.12 | 83.4 | — | |
| SeBiReNetModality=S, Classifier=LSTM2021.10 | 80.3 | — | |
| MCAE-MP (1-NN)Modality=S, Classifier=1-NN2021.10 | 79.1 | — | |
| HBRNN-LYear=20152019.02 | 78.5 | — | |
| MS2LModality=S, Classifier=SLP2021.10 | 76.8 | — | |
| Actionlet ensembleYear=20142019.02 | 76 | — | |
| LongT GANModality=S, Classifier=SLP2021.10 | 74.3 | — | |
| Lie groupYear=20142019.02 | 74.2 | — | |
| Li et al.Modality=S+D, Classifier=SLP2021.10 | 62.5 | — | |
| Luo et al.Modality=S+D, Classifier=SLP2021.10 | 50.7 | — | |
| 4s-GSTNArchitecture Type=Transformer, Source=Symmetry'222024.07 | — | 95.9 | |
| Actionlet ensemble2021.07 | — | 76 | |
| AGC-LSTMType=RNN, Frames=1002024.03 | — | 93.3 | |
| AGC-LSTM2021.07 | — | 93.3 | |
| CTR-GCNType=GCN, Frames=642024.03 | — | 96.5 | |
| CTR-GCNArchitecture Type=GCN, Source=ICCV'212024.07 | — | 96.5 | |
| CTR-GCN2021.07 | — | 96.5 | |
| DC-GCN+ADG2021.07 | — | 95.3 | |
| Ensemble TS-LSTM2021.07 | — | 89.2 | |
| FG-STFormerArchitecture Type=Transformer, Source=ACCV'222024.07 | — | 97 | |
| FR-HeadType=GCN, Frames=642024.03 | — | 96.8 | |
| FR-HeadArchitecture Type=GCN, Source=CVPR 232024.07 | — | 96.8 | |
| FreqMixFormerArchitecture Type=Transformer, Source=Ours2024.07 | — | 97.7 | |
| HBRNN-L2021.07 | — | 78.5 | |
| HD-GCNType=GCN, Frames=642024.03 | — | 96.9 | |
| HD-GCNArchitecture Type=GCN, Source=ICCV'232024.07 | — | 96.9 | |
| HyperformerType=Transformer, Frames=642024.03 | — | 96.7 | |
| HyperformerArchitecture Type=Transformer, Source=arXiv'222024.07 | — | 96.7 | |
| InfoGCNArchitecture Type=GCN, Source=CVPR 222024.07 | — | 96 | |
| KoopmanType=GCN, Frames=642024.03 | — | 97 | |
| KoopmanArchitecture Type=GCN, Source=CVPR 232024.07 | — | 96.8 | |
| Lie Group2021.07 | — | 74.2 | |
| LSTType=GCN, Frames=642024.03 | — | 97.2 | |
| Shift-GCNArchitecture Type=GCN, Source=CVPR 202024.07 | — | 94.6 | |
| Shift-GCN2021.07 | — | 94.6 | |
| SiT-MLPArchitecture Type=Transformer, Source=arXiv'232024.07 | — | 96.5 | |
| SkateFormerType=Transformer, Frames=642024.03 | — | 98.3 | |
| SkeMixFormer*Architecture Type=Transformer, Source=ACMMM'23, Implementation Note=Implemented based on released codes2024.07 | — | 97.4 | |
| STC-NetType=GCN, Frames=642024.03 | — | 97.2 | |
| Stream-GCNArchitecture Type=GCN, Source=IJCAI 232024.07 | — | 96.8 | |
| STSTArchitecture Type=Transformer, Source=ACMMM'212024.07 | — | 97 | |
| TA-CNNType=CNN, Frames=642024.03 | — | 96.1 |