Research map / Image generation / Editing and style transfer
Stylized Neural Painting
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add optimal transportation loss to pixel L1 loss (ablation) | Stylized Neural Painter stroke parameter optimization · Flower image and MNIST digits | stroke convergence and recovered image detail | Helped |
| add a shading network to the rasterization network (ablation) | Stylized Neural Painter renderer · Oil-paint stroke rendering validation | mean PSNR: 24.015 -> 26.982 | Helped |
| add a shading network to the rasterization network (ablation) | Stylized Neural Painter renderer · Watercolor stroke rendering validation | mean PSNR: 25.769 -> 31.389 | Helped |
| add a rasterization network to the shading network (ablation) | Stylized Neural Painter renderer · Oil-paint stroke rendering validation | mean PSNR: 26.048 -> 26.982 | Helped |
| add a rasterization network to the shading network (ablation) | Stylized Neural Painter renderer · Watercolor stroke rendering validation | mean PSNR: 29.045 -> 31.389 | Helped |
Closest papers by meaning
- Rethinking Style Transfer: From Pixels to Parameterized Brushstrokes (CVPR 2021 · similarity 0.90)
- Neural 3D Strokes: Creating Stylized 3D Scenes with Vectorized 3D Strokes (CVPR 2024 · similarity 0.90)
- StrokeNet: A Neural Painting Environment (ICLR 2019 · similarity 0.90)
- Inversion-Based Style Transfer With Diffusion Models (CVPR 2023 · similarity 0.88)
- ArtBank: Artistic Style Transfer with Pre-trained Diffusion Model and Implicit Style Prompt Bank (AAAI 2024 · similarity 0.86)
- Learning to Manipulate Artistic Images (AAAI 2024 · similarity 0.85)
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