Classification on CelebA Gender (test)
86.9AccuracyBASE CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BASE CLIPBackbone=ViT-L/14@336px, Prompt Strategy=Base, Zero-shot protocol=true2026.03 | 86.9 | 0.78 | 0.09 | |
| PRISMBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 86.3 | 0.835 | 0.028 | |
| ORTH-PROJBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 86.1 | 0.785 | 0.076 | |
| PRISM-MINIBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 86.1 | 0.785 | 0.076 | |
| SEMbBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 85.6 | 0.824 | 0.032 | |
| ORTH-CALIBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 85.2 | 0.814 | 0.037 | |
| SEMbiBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 85.1 | 0.82 | 0.031 | |
| ROBOSHOTBackbone=ViT-L/14@336px, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 84.8 | 0.812 | 0.036 | |
| BENDSEMbiBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 84.6 | 0.827 | 0.019 | |
| BENDVLMBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 83.6 | 0.762 | 0.074 | |
| ZSDEBIASBackbone=ViT-L/14@336px, Prompt Strategy=Bias prompts only, Zero-shot protocol=false2026.03 | 82.9 | 0.733 | 0.096 | |
| SEMbBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 79.6 | 0.709 | 0.086 | |
| BENDSEMbiBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 79.6 | 0.747 | 0.049 | |
| SEMbiBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 79.4 | 0.718 | 0.076 | |
| SEMiBackbone=ViT-L/14@336px, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 79.1 | 0.744 | 0.047 | |
| ROBOSHOTBackbone=ViT-B/16, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 78.8 | 0.693 | 0.095 | |
| PRISMBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 77.2 | 0.679 | 0.093 | |
| BENDVLMBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot protocol=true2026.03 | 75 | 0.684 | 0.066 | |
| BASE CLIPBackbone=ViT-B/16, Prompt Strategy=Base, Zero-shot protocol=true2026.03 | 74.8 | 0.612 | 0.136 | |
| ORTH-CALIBackbone=ViT-B/16, Prompt Strategy=Bias prompts + input-specific prompts, Zero-shot protocol=true2026.03 | 74.6 | 0.619 | 0.126 | |
| ORTH-PROJBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 74.3 | 0.609 | 0.134 | |
| PRISM-MINIBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=true2026.03 | 74.3 | 0.609 | 0.134 | |
| SEMiBackbone=ViT-B/16, Prompt Strategy=Bias-agnostic + input-specific prompts, Zero-shot protocol=true2026.03 | 73.6 | 0.61 | 0.125 | |
| ZSDEBIASBackbone=ViT-B/16, Prompt Strategy=Bias prompts only, Zero-shot protocol=false2026.03 | 71.3 | 0.498 | 0.215 |