Action Recognition on Skeleton-Kinetics (test)
38.4Top-1 AccuracyDualHead-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DualHead-NetModality=4-stream2021.08 | 38.4 | 61.3 | |
| DualHead-NetModality=2-stream2021.08 | 38.3 | 61.1 | |
| MST-GCNPublisher=AAAI21, Modality=4-stream2021.08 | 38.1 | 60.8 | |
| MS-G3D NetYear=20202020.07 | 38 | 60.9 | |
| MS-G3DPublisher=CVPR20, Modality=2-stream2021.08 | 38 | 60.9 | |
| Dynamic GCN2020.07 | 37.9 | 61.3 | |
| STIGCNPublisher=ACMMM202021.08 | 37.9 | 60.8 | |
| Dynamic-GCNPublisher=ACMMM20, Modality=4-stream2021.08 | 37.9 | 61.3 | |
| MS-AAGCNYear=20202020.07 | 37.8 | 61 | |
| BAGCN2019.12 | 37.3 | 60.2 | |
| SDS-CLEvaluation Protocol=Pretrain + Finetune2023.02 | 37.3 | — | |
| GCN-NASEvaluation Protocol=Pretrain + Finetune2023.02 | 37.1 | — | |
| NAS-GCNPublisher=AAAI202021.08 | 37.1 | 60.1 | |
| DGNN2019.12 | 36.9 | 59.6 | |
| DGNNEvaluation Protocol=Pretrain + Finetune2023.02 | 36.9 | — | |
| DGNNPublisher=CVPR192021.08 | 36.9 | 59.6 | |
| DualHead-NetModality=Joint stream2021.08 | 36.6 | 59.5 | |
| 2s-AGCN2019.12 | 36.1 | 58.7 | |
| 2s-AGCNYear=20192020.07 | 36.1 | 58.7 | |
| 2s-AGCNEvaluation Protocol=Pretrain + Finetune2023.02 | 36.1 | — | |
| AGCNPublisher=CVPR19, Modality=2-stream2021.08 | 36.1 | 58.7 | |
| DualHead-NetModality=Bone stream2021.08 | 35.7 | 58.7 | |
| AS-GCN2019.12 | 34.8 | 56.5 | |
| AS-GCNYear=20192020.07 | 34.8 | 56.5 | |
| AS-GCNEvaluation Protocol=Pretrain + Finetune2023.02 | 34.8 | — | |
| AS-GCNPublisher=CVPR192021.08 | 34.8 | 56.5 | |
| STGR-GCNYear=20192020.07 | 33.6 | 56.1 | |
| ST-GCN2019.12 | 30.7 | 52.8 | |
| ST-GCNYear=20182020.07 | 30.7 | 52.8 | |
| ST-GCNEvaluation Protocol=Pretrain + Finetune2023.02 | 30.7 | — | |
| ST-GCNPublisher=AAAI182021.08 | 30.7 | 52.8 | |
| Temporal Conv2019.12 | 20.3 | 40 | |
| TCNYear=20172020.07 | 20.3 | 40 | |
| TCNEvaluation Protocol=Pretrain + Finetune2023.02 | 20.3 | — | |
| TCNPublisher=CVPRW172021.08 | 20.3 | 40 | |
| Deep LSTM2019.12 | 16.4 | 35.3 | |
| Deep LSTMYear=20162020.07 | 16.4 | 35.3 | |
| Deep LSTMEvaluation Protocol=Pretrain + Finetune2023.02 | 16.4 | — | |
| PA-LSTMPublisher=CVPR162021.08 | 16.4 | 35.3 | |
| Feature Enc.2019.12 | 14.9 | 25.8 |