# 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](https://arxiv.org/pdf/1906.02659) > [!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?