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},
  note   = {arXiv preprint}
}