Article

Consistency in Diffusion-Based Visual Generation: A Survey

2026-06-11

Abstract excerpt

Diffusion models are now a standard foundation for visual generation, including image synthesis, editing, video generation, and 3D-aware content creation. As these models are used for more structured creation, visual quality alone is often insufficient. Generated content can omit prompt details, break compositional relations, lose subject identity across instances, drift over time, disagree across viewpoints, or v...

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Literature Corpus work: e2998377-020f-5bcd-a3a3-6d17cbb56141
DOI: 10.20944/preprints202606.0870.v1

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