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CSE5519 Advances in Computer Vision (Topic H: 2022 and before: Safety, Robustness, and Evaluation of CV Models)

Does Object Recognition Work for Everyone?

link to the paper

Tip

This paper is a good example revealing the data bias problem in computer vision. I was a bit shocked by the fact that the data is not proportional to the real world human distribution.

I'm a bit curious about is there any "fair" dataset that is available to the general public today? What are the metrics used to evaluate the fairness of the dataset?