Image Retrieval on CelebA Stereotype queries
0.03KL DivergenceBENDSEMbi
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BENDSEMbiBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.03 | 0.224 | |
| BENDVLMBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.03 | 0.217 | |
| BENDVLMBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.035 | 0.238 | |
| BENDSEMbiBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts + labeled images, Zero-shot Status=false2026.03 | 0.042 | 0.261 | |
| ORTH-CALIBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.054 | 0.266 | |
| PRISMBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.061 | 0.245 | |
| ORTH-PROJBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.099 | 0.355 | |
| PRISM-MINIBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.099 | 0.357 | |
| PRISMBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.143 | 0.377 | |
| SEMiBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.153 | 0.413 | |
| SEMiBackbone=ViT-B/16, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.173 | 0.443 | |
| ORTH-PROJBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.188 | 0.382 | |
| ROBOSHOTBackbone=ViT-B/16, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.189 | 0.355 | |
| PRISM-MINIBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.19 | 0.384 | |
| ROBOSHOTBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias-agnostic + input-specific prompts, Zero-shot Status=true2026.03 | 0.195 | 0.394 | |
| ZSDEBIASBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.196 | 0.441 | |
| SEMbBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.199 | 0.481 | |
| SEMbiBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.209 | 0.49 | |
| SEMbiBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.223 | 0.488 | |
| ORTH-CALIBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts + input-specific prompts, Zero-shot Status=false2026.03 | 0.236 | 0.408 | |
| BASE CLIPBackbone=ViT-L/14@336px, Prompt and Data Setting=Baseline, Zero-shot Status=true2026.03 | 0.237 | 0.536 | |
| SEMbBackbone=ViT-B/16, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.24 | 0.496 | |
| ZSDEBIASBackbone=ViT-L/14@336px, Prompt and Data Setting=Bias prompts only, Zero-shot Status=true2026.03 | 0.256 | 0.556 | |
| BASE CLIPBackbone=ViT-B/16, Prompt and Data Setting=Baseline, Zero-shot Status=true2026.03 | 0.314 | 0.555 |