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

arXiv:2403.17064v1 Announce Type: cross
Abstract: In recent years, advances in text-to-image (T2I) diffusion models have substantially elevated the quality of their generated images. However, achieving fine-grained control over attributes remains a challenge due to the limitations of natural language prompts (such as no continuous set of intermediate descriptions existing between ``person'' and ``old person''). Even though many methods were introduced that augment the model or generation process to enable such control, methods that do not require a fixed reference image …

arxiv continuous control cs.ai cs.cv cs.lg semantic type