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control-net

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A diffusion-based pipeline for enhancing amateur product photos to professional quality. Uses Stable Diffusion with LoRA fine-tuning and ControlNet for structural preservation to improve lighting, remove cluttered backgrounds, and boost image clarity while maintaining product identity. Built on the Amazon Berkeley Objects dataset.

  • Updated May 21, 2026
  • Python

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