Poplar: A Scalable Pipeline for Human-Centric Image Dataset Synthesis

Prompt

A man in his early 20s stands in a historic city square, captured in a natural waist-up phone portrait.

Poplar sample Poplar-9K_000077

Citation

Cite Poplar

@misc{zou2026poplar,
  title        = {Poplar: A Scalable Pipeline for Human-Centric Image Dataset Synthesis},
  author       = {Zhishan Zou},
  year         = {2026},
  eprint       = {2608.00440},
  archivePrefix = {arXiv},
  primaryClass = {cs.CV},
  doi          = {10.48550/arXiv.2608.00440},
  url          = {https://arxiv.org/abs/2608.00440}
}