Research map / Image generation / Editing and style transfer
Pastiche Master: Exemplar-Based High-Resolution Portrait Style Transfer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use DualStyleGAN instead of UI2I-style, GNR, or StarGANv2 | Exemplar-based portrait style transfer · Cartoon, Caricature, and Anime | user preference score: 0.11 -> 0.83 (Average) | Helped |
| Add face-portrait supervision using destylized face-portrait pairs (ablation) | DualStyleGAN · Portrait style transfer | structural style transfer quality | Helped |
| Add weight regularization to the ModRes content loss (ablation) | DualStyleGAN · Portrait style transfer | input structure preservation | Helped |
| Initialize with Stage I source-domain color transfer before progressive fine-tuning (ablation) | DualStyleGAN · Transfer training | generative-space preservation | Helped |
| Pre-train the extrinsic style path on real-face style mixing before target-domain training (ablation) | DualStyleGAN · Complex target-domain style transfer | extrinsic style transfer quality | Helped |
| Use the full progressive fine-tuning schedule (ablation) | DualStyleGAN · Portrait style transfer | extrinsic style transfer quality | Helped |
| Use ResBlocks rather than channel-wise AdaIN or spatial-wise DAT in the residual path (ablation) | StyleGAN fine-tuning simulation · Cartoon face generation | similarity to the fine-tuned StyleGAN | Helped |
| Activate different coarse-resolution extrinsic layers to control structure at different scales (ablation) | DualStyleGAN · Portrait style transfer | structural style control | Mixed |
Closest papers by meaning
- DualAST: Dual Style-Learning Networks for Artistic Style Transfer (CVPR 2021 · similarity 0.90)
- Multimodal Transfer: A Hierarchical Deep Convolutional Neural Network for Fast Artistic Style Transfer (CVPR 2017 · similarity 0.89)
- HSI: A Holistic Style Injector for Arbitrary Style Transfer (CVPR 2025 · similarity 0.87)
- OmniStyle: Filtering High Quality Style Transfer Data at Scale (CVPR 2025 · similarity 0.87)
- Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer (CVPR 2024 · similarity 0.86)
- ArtBank: Artistic Style Transfer with Pre-trained Diffusion Model and Implicit Style Prompt Bank (AAAI 2024 · similarity 0.86)
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