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ProtoBias dataset and benchmarks · SOTA2 Research

Research Datasets

ProtoBias

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Image-Text Alignment

ProtoBias Objects (300 human annotated samples)

1SC Score

7

Image-Text Alignment

ProtoBias Demography

75SC

7

Image-Text Alignment

ProtoBias Animals (300 human annotated samples)

0.89SC Score

7

Prototypicality Bias Evaluation

ProtoBias Objects

0.653Correct Ranking Margin

6

Prototypicality Bias Evaluation

ProtoBias Demography

0.515Correct Ranking Margin

6

Prototypicality Bias Evaluation

ProtoBias (Animals)

0.667Correct Ranking Margin

6

Popular tasks

Image-text alignment Prototypicality Bias Evaluation

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