Zero-shot Action Recognition on NTU-120 (110/10 Setting I)
71.38AccuracyPGFA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PGFASplit (Seen/Unseen)=110/10, Text Input=complete description, Prototype-guided text feature alignment=true2025.07 | 71.38 | — | |
| SA-DVAE2024.07 | 61.1 | 60.42 | |
| PGFA†Split (Seen/Unseen)=110/10, Text Input=complete description, Prototype-guided text feature alignment=false2025.07 | 60.22 | — | |
| SMIE†Split (Seen/Unseen)=110/102025.07 | 58.85 | — | |
| PGFA*Split (Seen/Unseen)=110/10, Text Input=class name, Prototype-guided text feature alignment=false2025.07 | 57.56 | — | |
| SMIESplit (Seen/Unseen)=110/10, Text Input=complete description2025.07 | 56.37 | — | |
| SynSE2024.07 | 52.51 | 54.94 | |
| ReViSESplit (Seen/Unseen)=110/102025.07 | 49.32 | — | |
| ReViSE2024.07 | 48.69 | 46.68 | |
| JPOSE2024.07 | 47.66 | 47.05 | |
| CADA-VAE2024.07 | 47.16 | 48.44 | |
| DeViSESplit (Seen/Unseen)=110/102025.07 | 44.59 | — | |
| RelationNetSplit (Seen/Unseen)=110/102025.07 | 40.55 | — |