Zero-Shot Action Recognition on NTU-60 (55/5 split)
85.7ZSL AccuracySkeletonContext
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SkeletonContext2026.03 | 85.7 | 78.2 | 73.4 | 75.5 | |
| Florafeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 85.1 | — | — | 71.7 | |
| Neuron2026.03 | 84.5 | — | — | 71.2 | |
| Neuronfeature_extractor=Shift-GCN, fusion_mode=two-stream2025.11 | 84.5 | — | — | 71.2 | |
| SA-DVAE2026.03 | 84.2 | 78.2 | 72.6 | 75.3 | |
| SCoPLe2026.03 | 83.7 | 75.3 | 80.2 | 77.7 | |
| STAR++feature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 79.5 | — | — | 62.4 | |
| STARfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 77.5 | — | — | 62.8 | |
| SMIE2026.03 | 65.1 | — | — | — | |
| SynSE2026.03 | 64.2 | 75.8 | 60.7 | 67.5 | |
| SMIEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 64.2 | — | — | — | |
| CADA-VAE2026.03 | 61.8 | 77.4 | 58.1 | 66.4 | |
| ReViSE2026.03 | 60.9 | 71.8 | 52.1 | 60.3 | |
| SynSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 59.9 | — | — | 49.9 | |
| JPoSE2026.03 | 59.4 | 66.3 | 54.9 | 60.5 | |
| CADA-VAEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 58 | — | — | 47.1 | |
| JPoSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 56.6 | — | — | 44.7 | |
| ReViSEfeature_extractor=Shift-GCN, fusion_mode=single-stream2025.11 | 54.7 | — | — | 27.4 |