Action Recognition on NTU RGB+D 60 (55/5)
89.6AccuracySkeletonContext
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SkeletonContextZero-shot learning=true2026.03 | 89.6 | — | — | — | — | |
| NeuronEvaluation Protocol=Xview, Venue=CVPR 20252026.05 | 87.8 | — | 70.6 | 75.9 | 73.2 | |
| PoseBridgeEvaluation Protocol=Xview, Venue=This work2026.05 | 87.8 | — | 83.9 | 84.1 | 84 | |
| NeuronZero-shot learning=true, Venue=CVPR 20252026.03 | 86.9 | — | — | — | — | |
| FS-VAEZero-shot learning=true, Venue=ICCV 20252026.03 | 86.9 | — | — | — | — | |
| TDSMZero-shot learning=true, Venue=ICCV 20252026.03 | 86.5 | — | — | — | — | |
| ScoPLeZero-shot learning=true, Venue=CVPR 20252026.03 | 84.1 | — | — | — | — | |
| SA-DVAEZero-shot learning=true, Venue=ECCV 20242026.03 | 82.4 | — | — | — | — | |
| SA-DVAESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 82.37 | — | — | — | — | |
| STAREvaluation Protocol=Xview, Venue=ACMMM 20242026.05 | 81.6 | — | 71.9 | 70.3 | 71.1 | |
| STARZero-shot learning=true, Venue=ACMM 20242026.03 | 81.4 | — | — | — | — | |
| PURLSZero-shot learning=true, Venue=CVPR 20242026.03 | 79.2 | — | — | — | — | |
| SMIEEvaluation Protocol=Xview, Venue=ACMMM 20232026.05 | 79 | — | — | — | — | |
| SMIEZero-shot learning=true, Venue=ACMM 20232026.03 | 78 | — | — | — | — | |
| SMIESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 77.98 | — | — | — | — | |
| CADA-VAESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 76.84 | — | — | — | — | |
| CADA-VAEZero-shot learning=true, Venue=CVPR 20192026.03 | 76.8 | — | — | — | — | |
| SynSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 75.81 | — | — | — | — | |
| SynSEZero-shot learning=true, Venue=ICIP 20212026.03 | 75.8 | — | — | — | — | |
| CADA-VAEEvaluation Protocol=Xview, Venue=CVPR 20192026.05 | 75.1 | — | 65.7 | 56.1 | 60.5 | |
| JPoSEEvaluation Protocol=Xview, Venue=ICCV 20192026.05 | 72 | — | 61.1 | 59.5 | 60.3 | |
| SynSEEvaluation Protocol=Xview, Venue=ICIP 20212026.05 | 68 | — | 65.5 | 45.6 | 53.8 | |
| JPOSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 64.82 | — | — | — | — | |
| JPoSEZero-shot learning=true, Venue=ICCV 20192026.03 | 64.8 | — | — | — | — | |
| ReViSEEvaluation Protocol=Xview, Venue=ICCV 20172026.05 | 54.4 | — | 25.8 | 29.3 | 27.4 | |
| ReViSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 53.91 | — | — | — | — | |
| ReViSEZero-shot learning=true, Venue=ICCV 20172026.03 | 53.9 | — | — | — | — | |
| CADA-VAE2025.12 | — | 76.84 | 69.38 | 61.79 | 65.37 | |
| DynaPURLS2025.12 | — | 88.52 | 72.67 | 67.43 | 69.95 | |
| JPoSE2025.12 | — | 64.82 | 64.44 | 50.29 | 56.49 | |
| Neuron2025.12 | — | 86.9 | 69.1 | 73.8 | 71.4 | |
| PURLS2025.12 | — | 79.22 | 71.7 | 60.35 | 65.53 | |
| ReViSE2025.12 | — | 53.91 | 74.22 | 34.73 | 47.32 | |
| SA-DVAE2025.12 | — | 82.37 | 62.28 | 70.8 | 66.27 | |
| SCoPLe2025.12 | — | 84.1 | 69.6 | 71.94 | 70.75 | |
| SMIE2025.12 | — | 77.98 | — | — | — | |
| STAR2025.12 | — | 81.4 | 69 | 69.9 | 69.4 | |
| SynSE2025.12 | — | 75.81 | 61.27 | 56.93 | 59.02 |