Research map / Image generation / Image restoration
Painterly Image Harmonization in Dual Domains
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use PHDNet instead of DPH | Painterly harmonization · Painterly harmonization user study (COCO, WikiArt) | B-T score: 0.555 -> 1.052 | Helped |
| Add generator ResFFT module (ablation) | PHDNet without discriminator (V1) · Painterly harmonization user study (COCO, WikiArt) | B-T score: -1.729 -> -0.626 | Helped |
| Add discriminator without frequency branch (ablation) | PHDNet with generator ResFFT (V2) · Painterly harmonization user study (COCO, WikiArt) | B-T score: -0.626 -> 0.179 | Helped |
| Add frequency branch to discriminator (ablation) | PHDNet with generator ResFFT and discriminator (V3) · Painterly harmonization user study (COCO, WikiArt) | B-T score: 0.179 -> 1.349 | Helped |
| Add generator ResFFT module (ablation) | PHDNet with discriminator frequency branch (V4) · Painterly harmonization user study (COCO, WikiArt) | B-T score: 0.827 -> 1.349 | Helped |
| Add discriminator with frequency branch (ablation) | PHDNet without generator ResFFT (V1) · Painterly harmonization user study (COCO, WikiArt) | B-T score: -1.729 -> 0.827 | Helped |
Closest papers by meaning
- Progressive Painterly Image Harmonization from Low-Level Styles to High-Level Styles (AAAI 2024 · similarity 0.90)
- Painterly Image Harmonization by Learning from Painterly Objects (AAAI 2024 · similarity 0.88)
- Training-and-Prompt-Free General Painterly Harmonization via Zero-Shot Disentenglement on Style and Content References (AAAI 2025 · similarity 0.88)
- FRIH: Fine-Grained Region-Aware Image Harmonization (AAAI 2024 · similarity 0.85)
- Relightful Harmonization: Lighting-aware Portrait Background Replacement (CVPR 2024 · similarity 0.85)
- High-Resolution Image Harmonization with Adaptive-Interval Color Transformation (NeurIPS 2024 · similarity 0.83)
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