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

Recent image generators can synthesize convincing human-centric images, yet producing a useful collection remains different from producing a single successful image. A human-centric dataset must cover varied people and contexts, avoid implausible attribute combinations, preserve an everyday photogra