Action Recognition on NTU RGB+D v1 (Cross-Subject (CS))
96.2AccuracyUMDR (CFCer)
Evaluation Results
| Method | Links | |
|---|---|---|
| UMDR (CFCer)modality=RGB-D, #frames=642022.11 | 96.2 | |
| UMDR (CFCer)modality=RGB-D, #frames=322022.11 | 95.9 | |
| UMDR (CFCer)modality=RGB-D, #frames=162022.11 | 95.6 | |
| UMDRmodality=Depth, #frames=642022.11 | 95 | |
| UMDRmodality=Depth, #frames=322022.11 | 94.8 | |
| UMDRmodality=Depth, #frames=162022.11 | 94.5 | |
| Decouple+Recouplemodality=RGB-D, #frames=642022.11 | 94.2 | |
| PoseC3Dmodality=RGB+Pose, #frames=16+322022.11 | 94.1 | |
| UMDRmodality=RGB, #frames=642022.11 | 92.9 | |
| Decouple+Recouplemodality=Depth, #frames=642022.11 | 92.7 | |
| CTR-GCNmodality=Skeleton, #frames=642022.11 | 92.4 | |
| UMDRmodality=RGB, #frames=322022.11 | 92.2 | |
| UMDRmodality=RGB, #frames=162022.11 | 92 | |
| MMTMmodality=RGB+Pose, #frames=322022.11 | 91.9 | |
| DC-GCN+ADGmodality=Skeleton, #frames=3002022.11 | 90.8 | |
| Shift-GCNmodality=Skeleton, #frames=3002022.11 | 90.7 | |
| Decouple+Recouplemodality=RGB, #frames=642022.11 | 90.3 | |
| P4Transformermodality=Point clouds2022.11 | 90.2 | |
| Directed-GNNmodality=Skeleton, #frames=3002022.11 | 89.9 | |
| HybridNetmodality=RGB-D, #frames=322022.11 | 89.5 | |
| VA-fusionaugmentation=true2018.04 | 89.4 | |
| VA-CNNaugmentation=true2018.04 | 88.7 | |
| HybridNetmodality=Depth, #frames=322022.11 | 87.7 | |
| PB-GCNYear=20182019.05 | 87.5 | |
| DynamicMaps+CNNmodality=Depth2022.11 | 87.1 | |
| HCNYear=20182019.05 | 86.5 | |
| HybridNetmodality=RGB, #frames=322022.11 | 86.5 | |
| c-ConvNetmodality=RGB-D, #frames=42022.11 | 86.4 | |
| 3s RA-GCNStreams=32019.05 | 85.9 | |
| 2s RA-GCNStreams=22019.05 | 85.8 | |
| Deep Bilinearmodality=RGB-D-Pose, #frames=162022.11 | 85.4 | |
| SR-TSLYear=20182019.05 | 84.8 | |
| ST-GCN (baseline)Year=20182019.05 | 81.5 | |
| Chained Multi-streammodality=RGB, #frames=162022.11 | 80.8 | |
| ESVconfiguration=Synthesized + Pre-trained2018.04 | 80 | |
| VA-RNNaugmentation=true2018.04 | 79.8 | |
| Clips+CNN+MTLN2018.04 | 79.6 | |
| VA-LSTMYear=20172019.05 | 79.4 | |
| URNN-2L-T2018.04 | 74.6 | |
| GCA-LSTM2018.04 | 74.4 | |
| STA-LSTM2018.04 | 73.4 | |
| ST-LSTM + Trust Gate2018.04 | 69.2 | |
| Part-aware LSTM2018.04 | 62.9 | |
| PA-LSTMYear=20162019.05 | 62.9 | |
| Dynamic Skeletons2018.04 | 60.2 | |
| HBRNN-L2018.04 | 59.1 | |
| H-BRNNYear=20152019.05 | 59.1 | |
| SLTEPmodality=Depth2022.11 | 58.2 | |
| Lie Group2018.04 | 50.1 | |
| Skeleton Quads2018.04 | 38.6 |