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ResearchFormerly WizWand

Zero-shot Classification Fairness on Waterbirds Background

88.6Accuracy (Zero-shot)PRISM
75.678.97582.3585.725Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
PRISMBackbone=ResNet-50, Prompting Strategy=Bias prompts + input-specific prompts, Zero-shot=true2026.0388.663.425.2
BENDSEMbiBackbone=ResNet-101, Prompting Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot=false2026.0388.163.824.3
SEMbiBackbone=ResNet-101, Prompting Strategy=Bias prompts + input-specific prompts, Zero-shot=true2026.0387.154.133
SEMbiBackbone=ResNet-50, Prompting Strategy=Bias prompts + input-specific prompts, Zero-shot=true2026.0386.452.533.8
ORTH-PROJBackbone=ResNet-50, Prompting Strategy=Bias prompts only, Zero-shot=true2026.0385.945.740.2
PRISM-MINIBackbone=ResNet-50, Prompting Strategy=Bias prompts only, Zero-shot=true2026.0385.945.740.2
ORTH-PROJBackbone=ResNet-101, Prompting Strategy=Bias prompts only, Zero-shot=true2026.0385.840.145.7
PRISM-MINIBackbone=ResNet-101, Prompting Strategy=Bias prompts only, Zero-shot=true2026.0385.840.145.7
BENDSEMbiBackbone=ResNet-50, Prompting Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot=false2026.0385.664.820.8
SEMiBackbone=ResNet-50, Prompting Strategy=Bias-agnostic + input-specific prompts, Zero-shot=true2026.0385.155.729.5
SEMbBackbone=ResNet-101, Prompting Strategy=Bias prompts only, Zero-shot=true2026.0384.658.825.8
SEMbBackbone=ResNet-50, Prompting Strategy=Bias prompts only, Zero-shot=true2026.0384.557.726.9
SEMiBackbone=ResNet-101, Prompting Strategy=Bias-agnostic + input-specific prompts, Zero-shot=true2026.0384.358.126.2
PRISMBackbone=ResNet-101, Prompting Strategy=Bias prompts + input-specific prompts, Zero-shot=true2026.038467.216.8
BASE CLIPBackbone=ResNet-50, Prompting Strategy=Baseline, Zero-shot=true2026.0383.739.444.2
BENDVLMBackbone=ResNet-50, Prompting Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot=false2026.0382.661.121.5
ORTH-CALIBackbone=ResNet-101, Prompting Strategy=Bias prompts + input-specific prompts, Zero-shot=true2026.0382.355.426.9
BENDVLMBackbone=ResNet-101, Prompting Strategy=Bias prompts + input-specific prompts + labeled images, Zero-shot=false2026.0381.219.461.8
ORTH-CALIBackbone=ResNet-50, Prompting Strategy=Bias prompts + input-specific prompts, Zero-shot=true2026.0380.870.410.4
ZSDEBIASBackbone=ResNet-50, Prompting Strategy=Bias prompts only, Zero-shot=false2026.0380.214.865.4
BASE CLIPBackbone=ResNet-101, Prompting Strategy=Baseline, Zero-shot=true2026.0380.149.930.1
ZSDEBIASBackbone=ResNet-101, Prompting Strategy=Bias prompts only, Zero-shot=false2026.0377.439.837.6
ROBOSHOTBackbone=ResNet-50, Prompting Strategy=Bias-agnostic + input-specific prompts, Zero-shot=true2026.0376.245.830.4
ROBOSHOTBackbone=ResNet-101, Prompting Strategy=Bias-agnostic + input-specific prompts, Zero-shot=true2026.0376.14531