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CVPR2025Top-tier venue

Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions

Stefan Andreas Baumann, Felix Krause, Michael Neumayr, Nick Stracke, Melvin Sevi, Vincent Tao Hu, Björn Ommer

2025Year
14Top-tier citations

Abstract

Figure 1. (a) We augment the prompt input of image generation models with fine-grained control of attribute expression in generated images (unmodified images are marked in green) in a subject-specific manner without additional cost during generation. (b, c) Previous methods only allow either fine-grained expression control or fine-grained localization when starting from the image generated from a basic prompt.

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