DivControl factorizes ControlNet weights via SVD into shared 'learngenes' and condition-specific 'tailors', routed by a text-conditioned gate, enabling unified control and efficient adaptation to new conditions.
Wave: Weight template for adaptive initialization of variable-sized models
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DivControl: Knowledge Diversion for Controllable Image Generation
DivControl factorizes ControlNet weights via SVD into shared 'learngenes' and condition-specific 'tailors', routed by a text-conditioned gate, enabling unified control and efficient adaptation to new conditions.