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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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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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04/05/2023
Segment Anything
We introduce the Segment Anything (SA) project: a new task, model, and d...
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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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01/27/2022
A Systematic Study of Bias Amplification
Recent research suggests that predictions made by machine-learning model...
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01/20/2022
Revisiting Weakly Supervised Pre-Training of Visual Perception Models
Model pre-training is a cornerstone of modern visual recognition systems...
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06/18/2020
Forward Prediction for Physical Reasoning
Physical reasoning requires forward prediction: the ability to forecast ...
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08/15/2019
PHYRE: A New Benchmark for Physical Reasoning
Understanding and reasoning about physics is an important ability of int...
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06/28/2019