Skeleton Action Recognition on NTU-60 (48/12 random split)
87.63Seen AccuracySynSE (+ CADA-VAE's GZSL)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SynSE (+ CADA-VAE's GZSL)GZSL Strategy=Non-gating latent space alignment2021.01 | 87.63 | 0 | 0 | — | — | |
| SynSE (+ softgating)Gating Strategy=Soft Gating, Temperature Scaling=true2021.01 | 69.23 | 21.74 | 33.09 | — | — | |
| ReViSE2021.01 | 62.36 | 20.77 | 31.16 | — | — | |
| ReViSE2023.09 | 62.36 | 20.77 | 31.16 | — | — | |
| JPOSE2021.01 | 60.49 | 20.62 | 30.75 | — | — | |
| JPOSE2023.09 | 60.49 | 20.62 | 30.75 | — | — | |
| MSFvariant=AD2023.09 | 59.42 | 37.52 | 46 | — | — | |
| MSFvariant=LB+AD+MD2023.09 | 58.8 | 40 | 47.61 | — | — | |
| MSFvariant=LB2023.09 | 53.25 | 34.43 | 41.82 | — | — | |
| SynSEGating Strategy=Hard Gating, Temperature Scaling=true2021.01 | 52.21 | 27.85 | 36.33 | — | — | |
| SynSE2023.09 | 52.21 | 27.85 | 36.33 | — | — | |
| CADA-VAE2021.01 | 51.32 | 27.03 | 35.41 | — | — | |
| CADA-VAE2023.09 | 51.32 | 27.03 | 35.41 | — | — | |
| MSFvariant=MD2023.09 | 50.69 | 48.75 | 49.7 | — | — | |
| SynSE (- temp. scaling)Gating Strategy=Hard Gating, Temperature Scaling=false2021.01 | 45.74 | 25.87 | 33.05 | — | — | |
| CADA-VAEmode=Zero-shot Learning2021.01 | — | — | — | 28.96 | — | |
| CADA-VAE2023.09 | — | — | — | 28.96 | — | |
| CADA-VAEZero-shot=true2026.04 | — | — | — | — | 28.96 | |
| DVTAZero-shot=true2026.04 | — | — | — | — | 44.14 | |
| FDSMZero-shot=true2026.04 | — | — | — | — | 57.46 | |
| FS-VAEZero-shot=true2026.04 | — | — | — | — | 57.2 | |
| InfoCPLZero-shot=true2026.04 | — | — | — | — | 53.32 | |
| JPoSEZero-shot=true2026.04 | — | — | — | — | 28.75 | |
| JPOSEmode=Zero-shot Learning2021.01 | — | — | — | 28.75 | — | |
| JPOSE2023.09 | — | — | — | 28.75 | — | |
| MSFinput_semantics=Label-based (LB)2023.09 | — | — | — | 40.8 | — | |
| MSFinput_semantics=Action Description (AD)2023.09 | — | — | — | 45.81 | — | |
| MSFinput_semantics=Movement Description (MD)2023.09 | — | — | — | 55.38 | — | |
| MSFinput_semantics=Fusion (LB+AD+MD)2023.09 | — | — | — | 49.19 | — | |
| PURLSZero-shot=true2026.04 | — | — | — | — | 40.99 | |
| ReViSEmode=Zero-shot Learning2021.01 | — | — | — | 17.49 | — | |
| ReViSE2023.09 | — | — | — | 17.49 | — | |
| ReViSEZero-shot=true2026.04 | — | — | — | — | 17.49 | |
| SA-DVAEZero-shot=true2026.04 | — | — | — | — | 41.38 | |
| SMIEZero-shot=true2026.04 | — | — | — | — | 40.18 | |
| STARZero-shot=true2026.04 | — | — | — | — | 45.1 | |
| SynSEmode=Zero-shot Learning2021.01 | — | — | — | 33.3 | — | |
| SynSE2023.09 | — | — | — | 33.3 | — | |
| SynSEZero-shot=true2026.04 | — | — | — | — | 33.3 | |
| TDSMZero-shot=true2026.04 | — | — | — | — | 56.03 |