Adjusting for Bias with Procedural Data. (arXiv:2204.01108v2 [cs.CV] UPDATED)

3D softwares are now capable of producing highly realistic images that look
nearly indistinguishable from the real images. This raises the question: can
real datasets be enhanced with 3D rendered data? We investigate this question.
In this paper we demonstrate the use of 3D rendered data, procedural, data for
the adjustment of bias in image datasets. We perform error analysis of images
of animals which shows that the misclassification of some animal breeds is
largely a data issue. We then …

adjusting arxiv bias cv data