Action Recognition on NTU RGB+D Xsub 60 (Cross-Subject 55/5)
97.5AccuracyProtoGCN+Skarimva
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProtoGCN+SkarimvaMulti-stream ensembling=true2026.02 | 97.5 | — | — | — | |
| POTRYear='2025, Multi-stream ensembling=true2026.02 | 95.3 | — | — | — | |
| LLM-ARYear='2024, Multi-stream ensembling=true2026.02 | 95 | — | — | — | |
| 3MformerYear='2023, Multi-stream ensembling=true2026.02 | 94.8 | — | — | — | |
| SkeletonAgentYear='2025, Multi-stream ensembling=true2026.02 | 94.5 | — | — | — | |
| HulkYear='2025, Multi-stream ensembling=true2026.02 | 94.3 | — | — | — | |
| PoseC3DYear='2022, Multi-stream ensembling=true2026.02 | 94.1 | — | — | — | |
| ProtoGCNYear='2025, Multi-stream ensembling=true2026.02 | 93.8 | — | — | — | |
| JMDAYear='2025, Multi-stream ensembling=true2026.02 | 93.7 | — | — | — | |
| Hyper-GCNYear='2025, Multi-stream ensembling=true2026.02 | 93.7 | — | — | — | |
| Shap-MixYear='2024, Multi-stream ensembling=true2026.02 | 93.7 | — | — | — | |
| TDSN-GCNYear='2025, Multi-stream ensembling=true2026.02 | 93.6 | — | — | — | |
| MSA-GCNYear='2024, Multi-stream ensembling=true2026.02 | 93.6 | — | — | — | |
| DE-GCNYear='2024, Multi-stream ensembling=true2026.02 | 93.6 | — | — | — | |
| SkateFormerYear='2024, Multi-stream ensembling=true2026.02 | 93.5 | — | — | — | |
| LA-GCNYear='2023, Multi-stream ensembling=true2026.02 | 93.5 | — | — | — | |
| HD-GCNYear='2023, Multi-stream ensembling=true2026.02 | 93.4 | — | — | — | |
| LGS-NetYear='2025, Multi-stream ensembling=true2026.02 | 93.2 | — | — | — | |
| DG-STGCNYear='2022, Multi-stream ensembling=true2026.02 | 93.2 | — | — | — | |
| BlockGCNYear='2024, Multi-stream ensembling=true2026.02 | 93.1 | — | — | — | |
| MMP-STYear='2025, Multi-stream ensembling=true2026.02 | 93.1 | — | — | — | |
| MotionBertYear='2023, Multi-stream ensembling=true2026.02 | 93 | — | — | — | |
| InfoGCNYear='2022, Multi-stream ensembling=true2026.02 | 93 | — | — | — | |
| ST-GCN++Year='2022, Multi-stream ensembling=true2026.02 | 92.6 | — | — | — | |
| CTR-GCNYear='2021, Multi-stream ensembling=true2026.02 | 92.4 | — | — | — | |
| MSG3DYear='2020, Multi-stream ensembling=true2026.02 | 91.5 | — | — | — | |
| NeuronBackbone Features=STAR-based, Fusion Type=Two-stream2025.11 | 86.9 | 69.1 | 73.8 | 71.4 | |
| FS-VAEBackbone Features=SynSE-based, Fusion Type=Single-stream2025.11 | 86.9 | 77 | 74.5 | 75.7 | |
| TDSMBackbone Features=SynSE-based, Fusion Type=Single-stream2025.11 | 86.5 | — | — | — | |
| FloraBackbone Features=SynSE-based, Fusion Type=Single-stream2025.11 | 86.3 | 75.9 | 78.8 | 77.4 | |
| InfoCPLBackbone Features=SynSE-based, Fusion Type=Single-stream2025.11 | 85.9 | — | — | — | |
| FloraBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 85.8 | 77.7 | 75.6 | 76.6 | |
| FloraTraining data percentage=10%, Task setting=ZSL2025.11 | 85.6 | — | — | — | |
| STAR++Backbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 84.4 | 61.1 | 73.6 | 66.8 | |
| ScoPLeBackbone Features=SynSE-based, Fusion Type=Single-stream2025.11 | 84.1 | 69.6 | 71.9 | 70.8 | |
| GZSSARBackbone Features=SynSE-based, Fusion Type=Single-stream2025.11 | 83.6 | 71.7 | 66.2 | 68.8 | |
| FloraTraining data percentage=1%, Task setting=ZSL2025.11 | 82.8 | — | — | — | |
| SA-DAVEBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 82.4 | 62.8 | 70.8 | 66.3 | |
| TDSMTraining data percentage=10%, Task setting=ZSL2025.11 | 82.3 | — | — | — | |
| STARBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 81.4 | 69 | 69.9 | 69.4 | |
| NeuronTraining data percentage=10%, Task setting=ZSL2025.11 | 79.4 | — | — | — | |
| FS-VAETraining data percentage=10%, Task setting=ZSL2025.11 | 79.4 | — | — | — | |
| DVTABackbone Features=SynSE-based, Fusion Type=Single-stream2025.11 | 79.3 | — | — | — | |
| FS-VAETraining data percentage=1%, Task setting=ZSL2025.11 | 79.3 | — | — | — | |
| PURLSBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 79.2 | — | — | — | |
| TDSMTraining data percentage=1%, Task setting=ZSL2025.11 | 78.5 | — | — | — | |
| SMIEBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 77.9 | — | — | — | |
| STARTraining data percentage=10%, Task setting=ZSL2025.11 | 77 | — | — | — | |
| CADA-VAEBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 76.9 | 56.1 | 56 | 56 | |
| CADA-VAETraining data percentage=10%, Task setting=ZSL2025.11 | 76.9 | — | — | — | |
| SMIETraining data percentage=10%, Task setting=ZSL2025.11 | 76.9 | — | — | — | |
| CADA-VAETraining data percentage=1%, Task setting=ZSL2025.11 | 76.6 | — | — | — | |
| JPoSEBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 73.7 | 66.5 | 53.5 | 59.3 | |
| SynSEBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 71.9 | 51.3 | 47.4 | 49.2 | |
| ReViSEBackbone Features=STAR-based, Fusion Type=Single-stream2025.11 | 69.5 | 40.8 | 50.2 | 45 | |
| JPoSETraining data percentage=10%, Task setting=ZSL2025.11 | 62.1 | — | — | — | |
| SA-DAVETraining data percentage=10%, Task setting=ZSL2025.11 | 60.4 | — | — | — | |
| ReViSETraining data percentage=10%, Task setting=ZSL2025.11 | 58 | — | — | — | |
| ReViSETraining data percentage=1%, Task setting=ZSL2025.11 | 51 | — | — | — | |
| NeuronTraining data percentage=1%, Task setting=ZSL2025.11 | 47.7 | — | — | — | |
| SynSETraining data percentage=1%, Task setting=ZSL2025.11 | 44.3 | — | — | — | |
| SMIETraining data percentage=1%, Task setting=ZSL2025.11 | 43.8 | — | — | — | |
| SynSETraining data percentage=10%, Task setting=ZSL2025.11 | 42.8 | — | — | — | |
| STARTraining data percentage=1%, Task setting=ZSL2025.11 | 40.6 | — | — | — | |
| JPoSETraining data percentage=1%, Task setting=ZSL2025.11 | 33 | — | — | — | |
| SA-DAVETraining data percentage=1%, Task setting=ZSL2025.11 | 21.1 | — | — | — |