Bias Mitigation for Stereotype Queries on UTKFACE Race
0.027KL DivergenceZSDEBIAS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZSDEBIASBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.027 | 0.339 | |
| BENDSEMbiBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.035 | 0.367 | |
| SEMiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.039 | 0.265 | |
| BEND-VLMBackbone=CLIP-VIT-B-P162024.11 | 0.041 | 0.371 | |
| BENDSEMbiBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.042 | 0.371 | |
| BEND-VLMBackbone=CLIP-VIT-L-P142024.11 | 0.047 | 0.367 | |
| SEMbBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.084 | 0.34 | |
| SEMbiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.085 | 0.348 | |
| ZSDEBIASBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.091 | 0.567 | |
| BENDVLMBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.101 | 0.444 | |
| Baseline CLIPBackbone=CLIP-VIT-L-P142024.11 | 0.107 | 0.437 | |
| SEMbBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.107 | 0.411 | |
| SEMbiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.107 | 0.406 | |
| SEMiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.11 | 0.401 | |
| Baseline CLIPBackbone=CLIP-VIT-B-P162024.11 | 0.114 | 0.451 | |
| BENDVLMBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.126 | 0.542 | |
| BASE CLIPBackbone=ResNet-50, Zero-shot=true2026.03 | 0.127 | 0.477 | |
| PRISMBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.133 | 0.532 | |
| PRISMBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.134 | 0.523 | |
| BASE CLIPBackbone=ResNet-101, Zero-shot=true2026.03 | 0.152 | 0.496 | |
| ROBOSHOTBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.152 | 0.586 | |
| DebiasCLIPBackbone=CLIP-VIT-B-P162024.11 | 0.158 | 0.434 | |
| Orth-Proj.Backbone=CLIP-VIT-L-P142024.11 | 0.182 | 0.484 | |
| Orth-Cal.Backbone=CLIP-VIT-L-P142024.11 | 0.196 | 0.56 | |
| ROBOSHOTBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.206 | 0.652 | |
| Orth-Cal.Backbone=CLIP-VIT-B-P162024.11 | 0.251 | 0.526 | |
| Orth-Proj.Backbone=CLIP-VIT-B-P162024.11 | 0.259 | 0.525 | |
| ORTH-CALIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.302 | 0.574 | |
| ORTH-CALIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.307 | 0.582 | |
| PRISM-MINIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.315 | 0.582 | |
| ORTH-PROJBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.322 | 0.583 | |
| PRISM-MINIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.336 | 0.608 | |
| ORTH-PROJBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.34 | 0.609 |