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Layered Image Synthesis by Generation then Disassembly

A pipeline for producing separate foreground and background image layers without training a layer-specific generator. It first generates a composite image with an off-the-shelf pretrained image generative model, then disassembles that composite into foreground and background layers by adapting a large-scale pretrained generative prior, with high-frequency alignment modules refining layer details.

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LayeringDiff: Layered Image Synthesis via Generation, then Disassembly with Generative Knowledge

LayeringDiff is a pipeline for synthesizing layered images (separate foreground and background layers, as used in professional editing tools like Photoshop). Instead of training a model to generate i…