Скачать или смотреть DreamOmni3 Paper Review | Scribble-Based Image Editing & Generation AI Framework

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Overview of scribble-based image editing and generation proposed in the DreamOmni3 research

Challenges with text-only prompts in capturing precise edit locations and details

DreamOmni3’s data creation pipeline for scribble-based tasks

How the joint input scheme (image + scribble) enables accurate editing

Example applications: edits, doodle generation, image fusion

Benchmarking results and experimental insights

Public release plans for models and code

📌 Key topics covered in the video

Why text instruction alone is insufficient for fine-grained edits

Combining sketches (scribbles) with multimodal instructions

Advantages of DreamOmni3 architecture over prior approaches

🌐 arXiv paper link: https://arxiv.org/pdf/2512.22525

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