Metric: Random Split Accuracy (higher is better)
| # | Model↕ | Random Split Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PGFA | 93.17 | No | Zero-shot Skeleton-based Action Recognition with... | 2025-07-01 | Code |
| 2 | TDSM | 88.88 | No | TDSM: Triplet Diffusion for Skeleton-Text Matchi... | 2024-11-16 | Code |
| 3 | SA-DVAE + augmented text | 87.61 | No | SA-DVAE: Improving Zero-Shot Skeleton-Based Acti... | 2024-07-18 | Code |
| 4 | SA-DVAE | 84.2 | No | SA-DVAE: Improving Zero-Shot Skeleton-Based Acti... | 2024-07-18 | Code |
| 5 | STAR | 77.5 | No | Fine-Grained Side Information Guided Dual-Prompt... | 2024-04-11 | - |
| 6 | SMIE | 65.08 | No | Zero-shot Skeleton-based Action Recognition via ... | 2023-08-07 | Code |
| 7 | SynSE | 64.19 | No | Syntactically Guided Generative Embeddings for Z... | 2021-01-27 | Code |
| 8 | CADA-VAE | 60.74 | No | Generalized Zero- and Few-Shot Learning via Alig... | 2018-12-05 | Code |