Action Recognition on NTU-RGB+D 120 (96/24)
65.1AccuracyTDSM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TDSMZero-shot learning=true, Venue=ICCV 20252026.03 | 65.1 | — | — | — | — | |
| PoseBridgeEvaluation Protocol=Xset, Venue=This work2026.05 | 65 | — | 67.9 | 55.1 | 60.8 | |
| FS-VAEZero-shot learning=true, Venue=ICCV 20252026.03 | 62.5 | — | — | — | — | |
| SkeletonContextZero-shot learning=true2026.03 | 60.1 | — | — | — | — | |
| NeuronZero-shot learning=true, Venue=CVPR 20252026.03 | 57.1 | — | — | — | — | |
| NeuronEvaluation Protocol=Xset, Venue=CVPR 20252026.05 | 54 | — | 67 | 44.9 | 53.8 | |
| ScoPLeZero-shot learning=true, Venue=CVPR 20252026.03 | 52.2 | — | — | — | — | |
| PURLSZero-shot protocol=true2024.06 | 52.01 | — | — | — | — | |
| PURLSZero-shot learning=true, Venue=CVPR 20242026.03 | 52 | — | — | — | — | |
| SA-DVAESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.48e-05, Batch size=32, Optimizer=Adam2024.07 | 46.12 | — | — | — | — | |
| SA-DVAEZero-shot learning=true, Venue=ECCV 20242026.03 | 46.1 | — | — | — | — | |
| SMIEZero-shot protocol=true2024.06 | 45.3 | — | — | — | — | |
| SMIESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.48e-05, Batch size=32, Optimizer=Adam2024.07 | 45.3 | — | — | — | — | |
| STARZero-shot learning=true, Venue=ACMM 20242026.03 | 44.3 | — | — | — | — | |
| GlobalZero-shot protocol=true2024.06 | 44.27 | — | — | — | — | |
| STAREvaluation Protocol=Xset, Venue=ACMMM 20242026.05 | 44.1 | — | 53.7 | 34.1 | 41.7 | |
| SMIEZero-shot learning=true, Venue=ACMM 20232026.03 | 42.3 | — | — | — | — | |
| SMIEEvaluation Protocol=Xset, Venue=ACMMM 20232026.05 | 42.3 | — | — | — | — | |
| SynSEEvaluation Protocol=Xset, Venue=ICIP 20212026.05 | 41.4 | — | 46.8 | 31.8 | 37.9 | |
| DeViSEZero-shot protocol=true2024.06 | 40.91 | — | — | — | — | |
| SynSEZero-shot protocol=true2024.06 | 38.7 | — | — | — | — | |
| SynSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.48e-05, Batch size=32, Optimizer=Adam2024.07 | 38.7 | — | — | — | — | |
| SynSEZero-shot learning=true, Venue=ICIP 20212026.03 | 38.7 | — | — | — | — | |
| CADA-VAEEvaluation Protocol=Xset, Venue=CVPR 20192026.05 | 38.7 | — | 47.6 | 26.8 | 34.3 | |
| JPoSEEvaluation Protocol=Xset, Venue=ICCV 20192026.05 | 38.5 | — | 79.3 | 2.6 | 4.9 | |
| ReViSEZero-shot protocol=true2024.06 | 37.96 | — | — | — | — | |
| CADA-VAEZero-shot learning=true, Venue=CVPR 20192026.03 | 35.8 | — | — | — | — | |
| CADA-VAEZero-shot protocol=true2024.06 | 35.77 | — | — | — | — | |
| CADA-VAESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.48e-05, Batch size=32, Optimizer=Adam2024.07 | 35.77 | — | — | — | — | |
| JPOSEZero-shot protocol=true2024.06 | 32.44 | — | — | — | — | |
| JPOSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.48e-05, Batch size=32, Optimizer=Adam2024.07 | 32.44 | — | — | — | — | |
| ReViSEZero-shot learning=true, Venue=ICCV 20172026.03 | 32.4 | — | — | — | — | |
| JPoSEZero-shot learning=true, Venue=ICCV 20192026.03 | 32.4 | — | — | — | — | |
| ReViSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.48e-05, Batch size=32, Optimizer=Adam2024.07 | 32.38 | — | — | — | — | |
| ReViSEEvaluation Protocol=Xset, Venue=ICCV 20172026.05 | 13.5 | — | 2.6 | 3.4 | 2.9 | |
| CADA-VAE2025.12 | — | 35.77 | 41.11 | 34.14 | 37.31 | |
| DynaPURLS2025.12 | — | 69.11 | 74.41 | 56.7 | 64.36 | |
| JPoSE2025.12 | — | 32.44 | 38.62 | 22.79 | 28.67 | |
| Neuron2025.12 | — | 57.1 | 67.5 | 44.4 | 53.6 | |
| PURLS2025.12 | — | 52.01 | 72.67 | 45.32 | 56 | |
| ReViSE2025.12 | — | 32.38 | 49.66 | 25.06 | 33.31 | |
| SA-DVAE2025.12 | — | 46.12 | 58.82 | 35.79 | 44.5 | |
| SCoPLe2025.12 | — | 52.17 | 53.33 | 51.18 | 52.24 | |
| SMIE2025.12 | — | 45.3 | — | — | — | |
| STAR2025.12 | — | 44.3 | 51.2 | 36.9 | 42.9 | |
| SynSE2025.12 | — | 38.7 | 56.39 | 32.25 | 41.04 |