List your company
ResearchFormerly WizWand

Bias Mitigation for Stereotype Queries on UTKFACE Race

0.027KL DivergenceZSDEBIAS
0.014480.098990.18350.26801Nov 7, 2024Jan 28, 2025Apr 21, 2025Jul 13, 2025Oct 4, 2025Dec 26, 2025Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ZSDEBIASBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.0270.339
BENDSEMbiBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.0350.367
SEMiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.0390.265
BEND-VLMBackbone=CLIP-VIT-B-P162024.110.0410.371
BENDSEMbiBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.0420.371
BEND-VLMBackbone=CLIP-VIT-L-P142024.110.0470.367
SEMbBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.0840.34
SEMbiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.0850.348
ZSDEBIASBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.0910.567
BENDVLMBackbone=ResNet-50, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.1010.444
Baseline CLIPBackbone=CLIP-VIT-L-P142024.110.1070.437
SEMbBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.1070.411
SEMbiBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.1070.406
SEMiBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.110.401
Baseline CLIPBackbone=CLIP-VIT-B-P162024.110.1140.451
BENDVLMBackbone=ResNet-101, Zero-shot=false, Prompting Category=Bias prompts + input-specific prompts + labeled images2026.030.1260.542
BASE CLIPBackbone=ResNet-50, Zero-shot=true2026.030.1270.477
PRISMBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.1330.532
PRISMBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.1340.523
BASE CLIPBackbone=ResNet-101, Zero-shot=true2026.030.1520.496
ROBOSHOTBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.1520.586
DebiasCLIPBackbone=CLIP-VIT-B-P162024.110.1580.434
Orth-Proj.Backbone=CLIP-VIT-L-P142024.110.1820.484
Orth-Cal.Backbone=CLIP-VIT-L-P142024.110.1960.56
ROBOSHOTBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias-agnostic + input-specific prompts2026.030.2060.652
Orth-Cal.Backbone=CLIP-VIT-B-P162024.110.2510.526
Orth-Proj.Backbone=CLIP-VIT-B-P162024.110.2590.525
ORTH-CALIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.3020.574
ORTH-CALIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts + input-specific prompts2026.030.3070.582
PRISM-MINIBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.3150.582
ORTH-PROJBackbone=ResNet-101, Zero-shot=true, Prompting Category=Bias prompts only2026.030.3220.583
PRISM-MINIBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.3360.608
ORTH-PROJBackbone=ResNet-50, Zero-shot=true, Prompting Category=Bias prompts only2026.030.340.609