Action Recognition on NTU-RGB+D 60 (48/12)
64.4AccuracySkeletonContext
Evaluation results
| Method | Links | |
|---|---|---|
| SkeletonContextZero-shot learning=true2026.03 | 64.4 | |
| NeuronZero-shot learning=true, Venue=CVPR 20252026.03 | 62.7 | |
| FS-VAEZero-shot learning=true, Venue=ICCV 20252026.03 | 57.2 | |
| TDSMZero-shot learning=true, Venue=ICCV 20252026.03 | 56.1 | |
| FloraTraining data percentage=10%, Task setting=ZSL2025.11 | 56.1 | |
| ScoPLeZero-shot learning=true, Venue=CVPR 20252026.03 | 53 | |
| TDSMTraining data percentage=10%, Task setting=ZSL2025.11 | 52.4 | |
| FloraTraining data percentage=1%, Task setting=ZSL2025.11 | 46.5 | |
| NeuronTraining data percentage=10%, Task setting=ZSL2025.11 | 45.3 | |
| STARZero-shot learning=true, Venue=ACMM 20242026.03 | 45.1 | |
| SA-DVAEZero-shot learning=true, Venue=ECCV 20242026.03 | 41.4 | |
| SA-DVAESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 41.38 | |
| PURLSZero-shot learning=true, Venue=CVPR 20242026.03 | 41 | |
| PURLSZero-shot protocol=true2024.06 | 40.99 | |
| SMIEZero-shot learning=true, Venue=ACMM 20232026.03 | 40.2 | |
| SMIEZero-shot protocol=true2024.06 | 40.18 | |
| SMIESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 40.18 | |
| FS-VAETraining data percentage=10%, Task setting=ZSL2025.11 | 38.7 | |
| SMIETraining data percentage=10%, Task setting=ZSL2025.11 | 38.1 | |
| FS-VAETraining data percentage=1%, Task setting=ZSL2025.11 | 38 | |
| DeViSEZero-shot protocol=true2024.06 | 35.8 | |
| GlobalZero-shot protocol=true2024.06 | 35.46 | |
| STARTraining data percentage=10%, Task setting=ZSL2025.11 | 35.3 | |
| SynSEZero-shot protocol=true2024.06 | 33.3 | |
| SynSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 33.3 | |
| SynSEZero-shot learning=true, Venue=ICIP 20212026.03 | 33.3 | |
| TDSMTraining data percentage=1%, Task setting=ZSL2025.11 | 32.1 | |
| SMIETraining data percentage=1%, Task setting=ZSL2025.11 | 29.3 | |
| CADA-VAEZero-shot learning=true, Venue=CVPR 20192026.03 | 29 | |
| CADA-VAEZero-shot protocol=true2024.06 | 28.96 | |
| CADA-VAESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 28.96 | |
| JPoSEZero-shot learning=true, Venue=ICCV 20192026.03 | 28.8 | |
| JPOSEZero-shot protocol=true2024.06 | 28.75 | |
| JPOSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 28.75 | |
| JPoSETraining data percentage=10%, Task setting=ZSL2025.11 | 28.3 | |
| CADA-VAETraining data percentage=10%, Task setting=ZSL2025.11 | 27.6 | |
| ReViSEZero-shot protocol=true2024.06 | 26.44 | |
| CADA-VAETraining data percentage=1%, Task setting=ZSL2025.11 | 24.3 | |
| JPoSETraining data percentage=1%, Task setting=ZSL2025.11 | 23.8 | |
| NeuronTraining data percentage=1%, Task setting=ZSL2025.11 | 20.7 | |
| SA-DAVETraining data percentage=10%, Task setting=ZSL2025.11 | 20 | |
| SA-DAVETraining data percentage=1%, Task setting=ZSL2025.11 | 18.7 | |
| SynSETraining data percentage=1%, Task setting=ZSL2025.11 | 18.6 | |
| ReViSEZero-shot learning=true, Venue=ICCV 20172026.03 | 17.5 | |
| ReViSESkeleton Feature Extractor=Shift-GCN [4], Text Feature Extractor=Sentence-BERT [21], Learning rate=3.39e-05, Batch size=32, Optimizer=Adam2024.07 | 17.49 | |
| SynSETraining data percentage=10%, Task setting=ZSL2025.11 | 17.3 | |
| ReViSETraining data percentage=10%, Task setting=ZSL2025.11 | 15.6 | |
| STARTraining data percentage=1%, Task setting=ZSL2025.11 | 11.6 | |
| ReViSETraining data percentage=1%, Task setting=ZSL2025.11 | 9.8 |