Research map / Image generation / Editing and style transfer
Drafting and Revision: Laplacian Pyramid Network for Fast High-Quality Artistic Style Transfer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add rEMD style loss to LapStyle training (ablation) | LapStyle · style transfer examples | stylization quality | Helped |
| Add self-similarity loss to LapStyle training (ablation) | LapStyle · style transfer examples | content consistency | Helped |
| Add perceptual content loss to LapStyle training (ablation) | LapStyle · style transfer examples | content structure preservation | Helped |
| Add adversarial loss to Revision Network training (ablation) | LapStyle · style transfer examples | stylization quality | Helped |
| Add a Revision Network after low-resolution drafting (ablation) | LapStyle · 256-pixel style transfer | stylization quality | Helped |
| Revise in a Laplacian residual representation instead of RGB space (ablation) | LapStyle Revision Network · style transfer examples | style coherence | Helped |
| Add the Drafting Network before the Revision Network (ablation) | LapStyle · style transfer examples | stylization quality | Helped |
| Increase style-loss weight alpha (ablation) | LapStyle · content-style tradeoff examples | content structure preservation | Hurt |
Closest papers by meaning
- Multimodal Transfer: A Hierarchical Deep Convolutional Neural Network for Fast Artistic Style Transfer (CVPR 2017 · similarity 0.87)
- SigStyle: Signature Style Transfer via Personalized Text-to-Image Models (AAAI 2025 · similarity 0.87)
- Z*: Zero-shot Style Transfer via Attention Reweighting (CVPR 2024 · similarity 0.87)
- ArtBank: Artistic Style Transfer with Pre-trained Diffusion Model and Implicit Style Prompt Bank (AAAI 2024 · similarity 0.87)
- StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer (CVPR 2025 · similarity 0.86)
- Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer (CVPR 2024 · similarity 0.86)
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