Fig. 4: Model Optimization Framework. | npj Heritage Science

Fig. 4: Model Optimization Framework.

From: A semantic reconstruction and AI-controlled generation method for the cultural genes of Qing Dynasty embroidery patterns: a case study of official rank badges

Fig. 4: Model Optimization Framework.

Presents the model optimization framework for generating Qing Dynasty official uniform embroidery patterns, which is based on the Stable Diffusion XL base model, uses a Dual-Channel LoRA Adapter for semantic and texture/craftsmanship adaptation, and generates/evaluates the embroidery image through multi-modal fusion, ControlNet control, and a Stitch Direction Module.

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