Classification on Waterbirds Background (test)
91.8AccuracyPRISM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PRISMBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 91.8 | 65.7 | 26.1 | |
| PRISMBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 88.6 | 60.3 | 28.3 | |
| BASE CLIPBackbone=ViT-L/14@336px, Prompt Strategy=Base, Zero-shot protocol=true2026.03 | 86.2 | 39.6 | 46.6 | |
| ROBOSHOTBackbone=ViT-L/14@336px, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 86.2 | 48.5 | 37.7 | |
| ORTH-PROJBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 85.8 | 47.7 | 38.1 | |
| PRISM-MINIBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 85.8 | 47.7 | 38.1 | |
| SEMbBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 85.5 | 63.1 | 22.5 | |
| ORTH-CALIBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 84.4 | 48.2 | 36.2 | |
| ZSDEBIASBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=false2026.03 | 83.8 | 35 | 48.8 | |
| SEMbiBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 83.5 | 68.4 | 15.1 | |
| SEMiBackbone=ViT-L/14@336px, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 83.2 | 52.3 | 30.9 | |
| BASE CLIPBackbone=ViT-B/16, Prompt Strategy=Base, Zero-shot protocol=true2026.03 | 82.9 | 25 | 57.9 | |
| ORTH-CALIBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 82.6 | 37.1 | 45.6 | |
| SEMbBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 82.5 | 43 | 39.5 | |
| BENDVLMBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 81.9 | 42.1 | 39.8 | |
| ORTH-PROJBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 81.7 | 28.8 | 52.9 | |
| PRISM-MINIBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 81.7 | 28.8 | 52.9 | |
| BENDVLMBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 81.6 | 24 | 57.6 | |
| ZSDEBIASBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=false2026.03 | 81.2 | 22.2 | 59 | |
| BENDSEMbiBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 80.8 | 74.1 | 6.7 | |
| SEMbiBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 80.7 | 54.5 | 26.2 | |
| ROBOSHOTBackbone=ViT-B/16, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 80.6 | 26.2 | 54.5 | |
| SEMiBackbone=ViT-B/16, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 80.1 | 49.6 | 30.5 | |
| BENDSEMbiBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 78 | 63.6 | 14.4 |