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Benchmarks
Bias Mitigation for Stereotype Queries on UTKFACE Gender
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0.004
KL Divergence
BEND-VLM
-0.006
0.0615
0.129
0.1965
Nov 7, 2024
KL Divergence
MaxSkew
Updated 4d ago
Evaluation Results
Method
Method
Links
KL Divergence
MaxSkew
BEND-VLM
Backbone=CLIP-VIT-L-P14
2024.11
0.004
0.067
BEND-VLM
Backbone=CLIP-VIT-B-P16
2024.11
0.008
0.097
Baseline CLIP
Backbone=CLIP-VIT-L-P14
2024.11
0.029
0.166
Orth-Cal.
Backbone=CLIP-VIT-L-P14
2024.11
0.03
0.166
Orth-Proj.
Backbone=CLIP-VIT-L-P14
2024.11
0.043
0.2
DebiasCLIP
Backbone=CLIP-VIT-B-P16
2024.11
0.091
0.263
Baseline CLIP
Backbone=CLIP-VIT-B-P16
2024.11
0.12
0.308
Orth-Proj.
Backbone=CLIP-VIT-B-P16
2024.11
0.191
0.384
Orth-Cal.
Backbone=CLIP-VIT-B-P16
2024.11
0.254
0.447
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