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Canvas-to-Image: Compositional Image Generation with Multimodal Controls

While modern diffusion models excel at generating high-quality and diverse images, they still struggle with high-fidelity compositional and multimodal control. We introduce Canvas-to-Image, a unified framework that consolidates these heterogeneous …

LayerComposer: Multi-Human Personalized Generation via Layered Canvas

Despite their impressive visual fidelity, existing personalized generative models lack interactive control over spatial composition and scale poorly to multiple subjects. To address these limitations, we present LayerComposer, an interactive …