Zero-shot Action Recognition on NTU-60 Setting I (55/5)
93.17AccuracyPGFA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PGFASplit (Seen/Unseen)=55/5, Text Input=complete description, Prototype-guided text feature alignment=true2025.07 | 93.17 | — | |
| PGFA†Split (Seen/Unseen)=55/5, Text Input=complete description, Prototype-guided text feature alignment=false2025.07 | 80.45 | — | |
| ReViSE2024.07 | 74.22 | 47.32 | |
| SMIE†Split (Seen/Unseen)=55/52025.07 | 70.21 | — | |
| CADA-VAE2024.07 | 69.38 | 65.37 | |
| PGFA*Split (Seen/Unseen)=55/5, Text Input=class name, Prototype-guided text feature alignment=false2025.07 | 65.17 | — | |
| JPOSE2024.07 | 64.44 | 56.49 | |
| SMIESplit (Seen/Unseen)=55/5, Text Input=complete description2025.07 | 63.57 | — | |
| SA-DVAE2024.07 | 62.28 | 66.27 | |
| SynSE2024.07 | 61.27 | 59.02 | |
| ReViSESplit (Seen/Unseen)=55/52025.07 | 56.97 | — | |
| DeViSESplit (Seen/Unseen)=55/52025.07 | 49.8 | — | |
| RelationNetSplit (Seen/Unseen)=55/52025.07 | 48.16 | — |