Author

Lidia Troeshestova

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Preprint Oct 2026

When Text-to-Image Helps Editing: The Effects of Conditioning During Denoising

Unified models are trained for both instruction-based image editing and text-to-image (T2I) generation, but standard editing pipelines keep source-image conditioning throughout denoising. We ask whether editing can benefit from T2I, and study how the effects of conditioning vary across edits and denoising stages. In pu...

Lidia Troeshestova, A. Ustyuzhanin, Sergey Kastryulin · 0 citations