Synthetic Cats and Dogs Dataset

Using Domain Randomization, we synthesize 10,000 cat and 10,000 dog images, across a variety of poses, breeds, camera angles, lighting conditions, occluders and textures. The dataset also features 2,500 car and 2,500 bike images, generated in a similar fashion, minus the occluders. The dataset is publically available for research purposes and can be found here.

The dataset is the focus of the paper Domain Randomization for Neural Network Classification. If you use the dataset, please cite the publication using the following:

@article{valtchev2021DR,
  title={Domain randomization for neural network classification},
  author={Valtchev, Svetozar Zarko and Wu, Jianhong},
  journal={Journal of Big Data},
  volume={8},
  number={1},
  pages={1--12},
  year={2021},
  publisher={Springer},
  doi={https://doi.org/10.1186/s40537-021-00455-5},
}