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Paint-Anything: Unified Any-Color Control for Image Generation and Editing

Hugging Face daily papersby Ji Xie, Dewei Zhou, Xinyu Huang ()1 min read1 · 1 read
AI summary · glm-5.3Summaries by Vani AI

Paint-Anything enables precise 24-bit hex color control for image generation and editing through a shared hex-prompt interface trained on the new Paint-500K dataset.

Paint-Anything learns object-level color supervision from Paint-500K, a dataset built from real images via object grounding, perceptual color labeling, and editing-pair synthesis, complemented by pure-color anchors used only at high-noise timesteps. It introduces ACBench (ACBench-T2I and ACBench-Edit) to measure hex color fidelity. On FLUX.2-4B, it improves ACBench-T2I and ACBench-Edit scores by 85.3% and 28.3% respectively, and achieves the highest average CompColor score among compared methods.

Key facts
  • Shared hex-prompt interface for any-color generation and editing
  • Paint-500K dataset built via object grounding and editing-pair synthesis
  • Improves FLUX.2-4B ACBench-T2I and Edit scores by 85.3% and 28.3%
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From the original article

1 min read at huggingface.co

Professional design requires any-color control: the ability to specify an object's target color with any 24-bit hex value for image generation and editing. Prior work has explored color generation, editing, and colorization, but often relies on dedicated color representations or specialized inference procedures.

Hugging Face daily papers

By Ji Xie, Dewei Zhou, Xinyu Huang · huggingface.co

Read the full article at Hugging Face daily papers

A short excerpt; the article and its images belong to the publisher. Summary, key facts and assessment above are AI-written from the article and can be wrong.