MirrorPPR extracts retouching operations from exemplar pairs via a dedicated extractor and transfers them to query images through a LoRA-adapted Diffusion Transformer, enabled by a new 47-million-pair dataset and self-augmentation for alignment.
Instructany2pix: Flexible visual editing via multimodal instruction following
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ImgEdit supplies 1.2 million curated edit pairs and a three-part benchmark that let a VLM-based model outperform prior open-source editors on adherence, quality, and detail preservation.
InstantRetouch performs efficient high-fidelity language-guided retouching via bilateral grid prediction of affine transforms combined with variational score distillation from diffusion models.
citing papers explorer
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MirrorPPR: Exemplar-Based Portrait Photo Retouching
MirrorPPR extracts retouching operations from exemplar pairs via a dedicated extractor and transfers them to query images through a LoRA-adapted Diffusion Transformer, enabled by a new 47-million-pair dataset and self-augmentation for alignment.
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ImgEdit: A Unified Image Editing Dataset and Benchmark
ImgEdit supplies 1.2 million curated edit pairs and a three-part benchmark that let a VLM-based model outperform prior open-source editors on adherence, quality, and detail preservation.
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InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space
InstantRetouch performs efficient high-fidelity language-guided retouching via bilateral grid prediction of affine transforms combined with variational score distillation from diffusion models.