Research map / Image generation / Editing and style transfer
Attention-Aware Multi-Stroke Style Transfer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add self-attention and use its map to guide fusion instead of average fusion (ablation) | AAMS · 400 content/stylized image pairs | AUC_Judd: 0.479 -> 0.484 | Helped |
| Add self-attention and use its map to guide fusion instead of average fusion (ablation) | AAMS · 400 content/stylized image pairs | SIM: 0.677 -> 0.744 | Helped |
| Add self-attention and use its map to guide fusion instead of average fusion (ablation) | AAMS · 400 content/stylized image pairs | NSS: 3.627 -> 4.172 | Helped |
| Add self-attention and use its map to guide fusion instead of average fusion (ablation) | AAMS · 400 content/stylized image pairs | CC: 0.732 -> 0.834 | Helped |
| Add self-attention and use its map to guide fusion instead of average fusion (ablation) | AAMS · 400 content/stylized image pairs | KL: 0.458 -> 0.396 | Helped |
| Add self-attention to emphasize salient regions and guide stroke fusion (ablation) | AAMS · Style transfer, qualitative evaluation | visual attention consistency | Helped |
| Add multi-scale style swap to generate multiple stroke patterns (ablation) | AAMS · Style transfer, qualitative evaluation | stroke diversity | Helped |
| Add skip connections with multi-level style enhancement (ablation) | AAMS · Style transfer, qualitative evaluation | style fidelity | Helped |
Closest papers by meaning
- Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer (CVPR 2024 · similarity 0.89)
- HSI: A Holistic Style Injector for Arbitrary Style Transfer (CVPR 2025 · similarity 0.89)
- Z*: Zero-shot Style Transfer via Attention Reweighting (CVPR 2024 · similarity 0.89)
- Attention Distillation: A Unified Approach to Visual Characteristics Transfer (CVPR 2025 · similarity 0.88)
- SCSA: A Plug-and-Play Semantic Continuous-Sparse Attention for Arbitrary Semantic Style Transfer (CVPR 2025 · similarity 0.88)
- ArtBank: Artistic Style Transfer with Pre-trained Diffusion Model and Implicit Style Prompt Bank (AAAI 2024 · similarity 0.87)
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