Research map / Image generation / Editing and style transfer
Arbitrary Style Transfer With Style-Attentional Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add identity loss alongside content-style loss (ablation) | SANet · Arbitrary style transfer | content structure preservation while retaining style patterns | Helped |
| Remove identity loss and increase content-loss weight (ablation) | SANet · Arbitrary style transfer | style pattern richness | Hurt |
| Use identity loss without content loss (ablation) | SANet · Arbitrary style transfer | content structure preservation | Mixed |
| Use only Relu_4_1 features instead of multi-level embedding (ablation) | SANet · Arbitrary style transfer | local style pattern representation | Hurt |
| Use only Relu_5_1 features instead of multi-level embedding (ablation) | SANet · Arbitrary style transfer | content structure preservation | Hurt |
| Combine Relu_4_1 and Relu_5_1 SANets (ablation) | SANet · Arbitrary style transfer | global and local style pattern representation | Helped |
| Use AdaIN style loss instead of Gram matrix loss (ablation) | SANet · Arbitrary style transfer | style transfer quality | Helped |
| Use the multi-level model rather than the Relu_4_1-only model (ablation) | SANet · 256 px | execution time (seconds): 0.012 -> 0.017 | Hurt |
| Use the multi-level model rather than the Relu_4_1-only model (ablation) | SANet · 512 px | execution time (seconds): 0.042 -> 0.055 | Hurt |
Closest papers by meaning
- HSI: A Holistic Style Injector for Arbitrary Style Transfer (CVPR 2025 · similarity 0.90)
- Style-Aware Normalized Loss for Improving Arbitrary Style Transfer (CVPR 2021 · similarity 0.90)
- SCSA: A Plug-and-Play Semantic Continuous-Sparse Attention for Arbitrary Semantic Style Transfer (CVPR 2025 · similarity 0.89)
- Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer (CVPR 2024 · similarity 0.89)
- Puff-Net: Efficient Style Transfer with Pure Content and Style Feature Fusion Network (CVPR 2024 · similarity 0.88)
- SigStyle: Signature Style Transfer via Personalized Text-to-Image Models (AAAI 2025 · similarity 0.88)
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