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08/31/2023
FACET: Fairness in Computer Vision Evaluation Benchmark
Computer vision models have known performance disparities across attribu...
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08/11/2023
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic Diversity
The unprecedented photorealistic results achieved by recent text-to-imag...
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04/11/2023
Pinpointing Why Object Recognition Performance Degrades Across Income Levels and Geographies
Despite impressive advances in object-recognition, deep learning systems...
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02/16/2023
Towards Reliable Assessments of Demographic Disparities in Multi-Label Image Classifiers
Disaggregated performance metrics across demographic groups are a hallma...
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01/26/2023
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities
We explore the extent to which zero-shot vision-language models exhibit ...
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03/28/2022
Understanding out-of-distribution accuracies through quantifying difficulty of test samples
Existing works show that although modern neural networks achieve remarka...
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01/27/2022
A Systematic Study of Bias Amplification
Recent research suggests that predictions made by machine-learning model...
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03/10/2021