UL_Image_Generation_Glyph_ByT5
Glyph-ByT5: A Customized Text Encoder for Accurate Visual Text Rendering\nWe identify two crucial requirements of text encoders for achieving accurate visual text rendering: character awareness and alignment with glyphs. To this end, we propose a customized text encoder, Glyph-ByT5, by fine-tuning the character-aware ByT5 encoder using a meticulously curated paired glyph-text dataset.\nWe present an effective method for integrating Glyph-ByT5 with SDXL, resulting in the creation of the Glyph-SDXL model for design image generation. This significantly enhances text rendering accuracy, improving it from less than 20% to nearly 90% on our design image benchmark. Noteworthy is Glyph-SDXL's newfound ability for text paragraph rendering, achieving high spelling accuracy for tens to hundreds of characters with automated multi-line layouts.\nWe deliver a powerful customized multilingual text encoder, Glyph-ByT5-v2, and a strong aesthetic graphic generation model, Glyph-SDXL-v2, that can support accurate spelling in ∼10 different languages
UL Group/Image Generation · saída 1