Image Classification on AWA1
64.6Test Set Score (ts)DAA+SPOT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAA+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 64.6 | 77.9 | 70.6 | |
| DAAprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 64.3 | 76.6 | 69.9 | |
| CMC-GAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 63.3 | 73.8 | 68.1 | |
| CMC-GANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 63.2 | 70.6 | 66.7 | |
| FREE+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 63.1 | 72.1 | 67.3 | |
| FREEprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 62.9 | 69.4 | 66 | |
| WGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 58.6 | 64.9 | 61.6 | |
| WGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 57.9 | 61.4 | 59.6 | |
| f-VAEGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 57.9 | 73.3 | 64.7 | |
| FGNProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 57.9 | 61.4 | 59.6 | |
| f-VAEGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 57.6 | 70.6 | 63.5 | |
| Cycle-WGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 56.9 | 66.1 | 61.1 | |
| Cycle-WGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 56.4 | 63.5 | 59.7 | |
| Transferable Contrastive NetworkProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 49.4 | 76.5 | 60 | |
| RNetProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 31.4 | 91.3 | 46.7 | |
| GAZSLProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 29.6 | 84.2 | 43.8 | |
| CDLProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 28.1 | 73.5 | 40.6 | |
| DCNProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 25.5 | 84.2 | 39.1 | |
| ALEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 16.8 | 76.1 | 27.5 | |
| DEVISEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 13.4 | 68.7 | 22.4 | |
| SJEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 11.3 | 74.6 | 19.6 | |
| SYNCProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 8.9 | 87.3 | 16.2 | |
| LATEMProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 7.3 | 71.7 | 13.3 | |
| SSEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 7 | 80.5 | 12.9 | |
| EZSLProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 6.6 | 75.6 | 12.1 | |
| IAPProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 2.1 | 78.2 | 4.1 | |
| SAEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 1.8 | 77.1 | 3.5 | |
| CMTProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 0.9 | 87.6 | 1.8 | |
| CONSEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 0.4 | 88.6 | 0.8 | |
| DAPProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 0 | 88.7 | 0 |