CCDM uses attribute-decoupled LoRA with relevance-guided aggregation and controllable regional context synthesis to support incremental concept customization in diffusion models while mitigating catastrophic forgetting and concept neglect.
Multidreamer3d: Multi-concept 3d customization with concept-aware diffusion guidance,
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Crafting Your Evolving Dreams: Concept-Incremental Versatile Customization
CCDM uses attribute-decoupled LoRA with relevance-guided aggregation and controllable regional context synthesis to support incremental concept customization in diffusion models while mitigating catastrophic forgetting and concept neglect.