exemplar-based

MirrorPPR introduces an exemplar-based portrait retouching framework using Diffusion Transformer with LoRA adaptation and self-augmented training data, achieving superior quality and identity preservation.

Delta-Adapter enables exemplar-based image editing using single-pair supervision by extracting semantic deltas from pre-trained vision encoders and injecting them via Perceiver-based adapters, improving accuracy and generalization.