Bias Mitigation for Stereotype Queries on UTKFACE Gender
0.004KL DivergenceBEND-VLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BEND-VLMBackbone=CLIP-VIT-L-P142024.11 | 0.004 | 0.067 | |
| BEND-VLMBackbone=CLIP-VIT-B-P162024.11 | 0.008 | 0.097 | |
| BENDVLMBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.008 | 0.093 | |
| BENDSEMbiBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.009 | 0.102 | |
| BENDSEMbiBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.012 | 0.126 | |
| BENDVLMBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.03 | 0.013 | 0.123 | |
| ZSDEBIASBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.022 | 0.164 | |
| Baseline CLIPBackbone=CLIP-VIT-L-P142024.11 | 0.029 | 0.166 | |
| Orth-Cal.Backbone=CLIP-VIT-L-P142024.11 | 0.03 | 0.166 | |
| ZSDEBIASBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.036 | 0.183 | |
| SEMiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.041 | 0.214 | |
| Orth-Proj.Backbone=CLIP-VIT-L-P142024.11 | 0.043 | 0.2 | |
| SEMbiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.069 | 0.245 | |
| SEMbBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.07 | 0.245 | |
| SEMbBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.077 | 0.283 | |
| SEMbiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.081 | 0.281 | |
| ORTH-CALIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.086 | 0.257 | |
| PRISMBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.088 | 0.265 | |
| DebiasCLIPBackbone=CLIP-VIT-B-P162024.11 | 0.091 | 0.263 | |
| SEMiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.111 | 0.383 | |
| ORTH-PROJBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.117 | 0.312 | |
| PRISM-MINIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.117 | 0.311 | |
| Baseline CLIPBackbone=CLIP-VIT-B-P162024.11 | 0.12 | 0.308 | |
| PRISMBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.127 | 0.314 | |
| BASE CLIPBackbone=ResNet-101, Zero-shot=true2026.03 | 0.136 | 0.333 | |
| BASE CLIPBackbone=ResNet-50, Zero-shot=true2026.03 | 0.153 | 0.34 | |
| ORTH-PROJBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.163 | 0.36 | |
| PRISM-MINIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.03 | 0.168 | 0.363 | |
| Orth-Proj.Backbone=CLIP-VIT-B-P162024.11 | 0.191 | 0.384 | |
| ORTH-CALIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.03 | 0.204 | 0.397 | |
| Orth-Cal.Backbone=CLIP-VIT-B-P162024.11 | 0.254 | 0.447 | |
| ROBOSHOTBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.258 | 0.414 | |
| ROBOSHOTBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.03 | 0.323 | 0.492 |