Image Classification on FLO
86.3Top-1 Accuracy (Unseen)FREE+SPOT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FREE+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 86.3 | 67.8 | 75.9 | — | |
| FREEprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 84.5 | 67.4 | 75 | — | |
| CMC-GAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 82.8 | 64.6 | 72.6 | — | |
| CMC-GANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 80.2 | 64.5 | 71.5 | — | |
| f-VAEGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 77.2 | 57 | 65.6 | — | |
| WGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 75.9 | 59.3 | 66.6 | — | |
| f-VAEGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 74.9 | 56.8 | 64.6 | — | |
| Cycle-WGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 74.4 | 59.4 | 66.1 | — | |
| WGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 73.8 | 59 | 65.6 | — | |
| Cycle-WGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 71.1 | 59.1 | 64.5 | — | |
| f-CLSWGANProtocol=Generalized Zero-Shot Learning2019.04 | 59 | 73.8 | 65.6 | — | |
| LisGANProtocol=Generalized Zero-Shot Learning2019.04 | 57.7 | 83.8 | 68.3 | — | |
| GAZSLProtocol=Generalized Zero-Shot Learning2019.04 | 28.1 | 77.4 | 41.2 | — | |
| SJEProtocol=Generalized Zero-Shot Learning2019.04 | 13.9 | 47.6 | 21.5 | — | |
| ALEProtocol=Generalized Zero-Shot Learning2019.04 | 13.3 | 61.6 | 21.9 | — | |
| ESZSLProtocol=Generalized Zero-Shot Learning2019.04 | 11.4 | 56.8 | 19 | — | |
| DeViSEProtocol=Generalized Zero-Shot Learning2019.04 | 9.9 | 44.2 | 16.2 | — | |
| ChimeraLoRAEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | — | — | — | 93.4 | |
| CLIPBackbone=RN50, Correction (Manual Calibration)=false2025.12 | — | — | — | 31.87 | |
| CLIPBackbone=ViT-B/32, Correction (Manual Calibration)=false2025.12 | — | — | — | 38.98 | |
| CLIPBackbone=ViT-B/16, Correction (Manual Calibration)=false2025.12 | — | — | — | 43.73 | |
| CLIPBackbone=ViT-L/14, Correction (Manual Calibration)=false2025.12 | — | — | — | 51.93 | |
| CLIPEvaluation Protocol=Zero-shot, Shot Count=02026.02 | — | — | — | 71.4 | |
| CLIPEvaluation Protocol=Few-shot (Real-only), Shot Count=42026.02 | — | — | — | 89.9 | |
| DataDreamEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | — | — | — | 92.9 | |
| IsSynthEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | — | — | — | 89 | |
| LGCLIPBackbone=RN50, Correction (Manual Calibration)=false2025.12 | — | — | — | 33.58 | |
| LGCLIPBackbone=ViT-B/32, Correction (Manual Calibration)=false2025.12 | — | — | — | 45.96 | |
| LGCLIPBackbone=ViT-B/16, Correction (Manual Calibration)=false2025.12 | — | — | — | 50.06 | |
| LGCLIPBackbone=ViT-L/14, Correction (Manual Calibration)=false2025.12 | — | — | — | 61.35 | |
| LoFTEvaluation Protocol=Few-shot (Augmented), Shot Count=4 Real + 500 Synthetic2026.02 | — | — | — | 91.3 |