@article{zhou20243dis,
  title={3dis: Depth-driven decoupled instance synthesis for text-to-image generation},
  author={Zhou, Dewei and Xie, Ji and Yang, Zongxin and Yang, Yi},
  journal={arXiv preprint arXiv:2410.12669},
  year={2024}
}

@article{zhou20253disflux,
  title={3DIS-FLUX: simple and efficient multi-instance generation with DiT rendering},
  author={Zhou, Dewei and Xie, Ji and Yang, Zongxin and Yang, Yi},
  journal={arXiv preprint arXiv:2501.05131},
  year={2025}
}