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title
MagicMix: Semantic Mixing with Diffusion Models.
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A method for synthesizing a new object by mixing two different concepts using text-to-image diffusion models.
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site name
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2026-01-31 02:17:07
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MagicMix: Semantic Mixing with Diffusion Models MagicMix: Semantic Mixing with Diffusion Models Jun Hao Liew * Hanshu Yan * Daquan Zhou Jiashi Feng ByteDance [Paper] Our MagicMix allows mixing of two different semantics to create a novel concept. Abstract Have you ever imagined what a watermelon-alike lamp or a tiger-alike rabbit would look like? In this work, we attempt to answer these questions by exploring a new task called semantic mixing, aiming at mixing two different semantics to create a new concept (e.g., raccoon and coffee machine). Unlike style transfer where an image is stylized according to the reference style without changing the image content, semantic mixing blends two different concepts in a semantic manner to synthesize a novel concept while preserving the spatial layout and geometry. To this end, we present MagicMix, a simple yet effective solution based on pre-trained text-conditioned diffusi...
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