Capability
Identity Preserved Text To Image Generation With Dit Backbone
20 artifacts provide this capability.
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via “superior text rendering in generated images”
Stability AI's 8B parameter flagship image generation model.
Unique: MMDiT architecture with Query-Key Normalization enables text tokens to influence image generation across all transformer blocks rather than just initial conditioning, improving text rendering fidelity through deeper text-image coupling
vs others: Outperforms Stable Diffusion 3.0 on text rendering (claimed); comparable to DALL-E 3 in text quality but with open-weight distribution; better than SDXL for readable text in images