Mise-en-Scène: Implicit Layout Emergence in Diffusion Transformers for Human-AI Design Co-Creation
Automating graphic design synthesis from user-provided elements requires both a coherent overall composition and the exact preservation of each asset. Existing methods predict a layout as explicit bounding-box coordinates with a language model and then paste the assets into it, which separates spatial planning from visual synthesis and tends to produce rigid, mis-scaled compositions. We instead ask whether the layout can emerge implicitly inside a pretrained image-editing diffusion transformer. We present Mise-en-Scène, a two-stage framework. In the first stage, a diffusion transformer adapted
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- FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-xl-base-1.0 →
“Fuzzy title match (0.73): “Mise-en-Scène: Implicit Layout Emergence in Diffusion Transf” ≈ “stabilityai/stable-diffusion-xl-base-1.0””
- FuzzySimilar title/name (fuzzy) · 59%CompVis/stable-diffusion-v1-4 →
“Fuzzy title match (0.73): “Mise-en-Scène: Implicit Layout Emergence in Diffusion Transf” ≈ “CompVis/stable-diffusion-v1-4””
- FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-3.5-large →
“Fuzzy title match (0.73): “Mise-en-Scène: Implicit Layout Emergence in Diffusion Transf” ≈ “stabilityai/stable-diffusion-3.5-large””
- PossiblePossibly related (embedding) · 50%Meta rolls out Muse, a new AI image generator →
- PossiblePossibly related (embedding) · 47%Meta just launched a new AI generator, Muse Image, and users are already pushing back over use of their photos →
- FuzzySimilar title/name (fuzzy) · 87%lucidrains/x-transformers →
“Fuzzy title match (0.94): “Mise-en-Scène: Implicit Layout Emergence in Diffusion Transf” ≈ “lucidrains/x-transformers””
- FuzzySimilar title/name (fuzzy) · 84%huggingface/transformers →
“Fuzzy title match (0.92): “Mise-en-Scène: Implicit Layout Emergence in Diffusion Transf” ≈ “huggingface/transformers””
- LinkedLinked via arxiv author · 85%Zipeng Xu →
“Mise-en-Scène: Implicit Layout Emergence in Diffusion Transformers for Human-AI Design Co-Creation”