A two-stage curriculum with synthetic paired font data enables instant adaptation of unseen fonts in text-to-image generation using one reference glyph, without test-time fine-tuning.
Anydoor: Zero-shot object-level image customization
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FontAdapter: Instant Font Adaptation in Visual Text Generation
A two-stage curriculum with synthetic paired font data enables instant adaptation of unseen fonts in text-to-image generation using one reference glyph, without test-time fine-tuning.