Preprint
Oct 2026
TIE: Training-free CLIP Embedding Guidance for Compositional Text-to-Image Alignment
Text-to-image (T2I) diffusion models have advanced notably, but still fail to satisfy prompt conditions, resulting in attribute mismatches and missing objects. These errors normally fall into two categories: concept loss, when an object or attribute (i.e., concept) goes missing, and concept confusion, when an attribute...
Su-Jun Hong, Tae Eun Choi, Youngjun Jun et al.
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