Multimodal Oil Painting Generation on DiffusionDB stylized
0.619Gram SimilarityPaintFlow
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PaintFlowTarget Alignment - Text=true, Target Alignment - Semantics=true, Target Alignment - Style=true2025.12 | 0.619 | 0.947 | 0.909 | 234.27 | 5.322 | |
| PaintFlow w/o semanticTarget Alignment - Text=true, Target Alignment - Semantics=false, Target Alignment - Style=true2025.12 | 0.611 | 0.92 | — | 249.63 | 5.184 | |
| PaintFlow w/o textTarget Alignment - Text=false, Target Alignment - Semantics=true, Target Alignment - Style=true2025.12 | 0.605 | — | 0.827 | 260.91 | 5.109 | |
| MagicQuillTarget Alignment - Text=true, Target Alignment - Semantics=false, Target Alignment - Style=true2025.12 | 0.585 | 0.802 | — | 258.35 | 5.147 | |
| IP-Adapter+SD-ControlNet-InpaintTarget Alignment - Text=true, Target Alignment - Semantics=false, Target Alignment - Style=true2025.12 | 0.568 | 0.862 | — | 268.16 | 5.098 | |
| IP-Adapter+SD-ControlNet-ScribbleTarget Alignment - Text=true, Target Alignment - Semantics=true, Target Alignment - Style=false2025.12 | 0.431 | 0.834 | 0.792 | 287.5 | 4.873 | |
| PaintFlow w/o styleTarget Alignment - Text=true, Target Alignment - Semantics=true, Target Alignment - Style=false2025.12 | 0.42 | 0.929 | 0.867 | 279.8 | 5.002 | |
| Paint-by-ExampleTarget Alignment - Text=false, Target Alignment - Semantics=true, Target Alignment - Style=false2025.12 | 0.417 | — | 0.809 | 281.71 | 4.894 |