Research map / Image generation / Editing and style transfer
Paint by Example: Exemplar-Based Image Editing With Diffusion Models
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add pretrained text-to-image initialization (ablation) | self-reference exemplar editing baseline · COCOEE ablation | FID: 3.61 -> 3.40 | Helped |
| add strong reference-image augmentation (ablation) | prior-initialized exemplar editing model · COCOEE ablation | CLIP Score: 88.79 -> 81.68 | Hurt |
| add information bottleneck using only the CLIP class token (ablation) | augmented exemplar editing model · COCOEE ablation | FID: 3.44 -> 3.26 | Helped |
| add information bottleneck using only the CLIP class token (ablation) | augmented exemplar editing model · COCOEE ablation | CLIP Score: 81.68 -> 81.41 | No clear effect |
| add classifier-free guidance (ablation) | bottleneck exemplar editing model · COCOEE ablation | QS: 76.62 -> 77.80 | Helped |
| add classifier-free guidance (ablation) | bottleneck exemplar editing model · COCOEE ablation | CLIP Score: 81.41 -> 84.97 | Helped |
| use exemplar image conditioning rather than text guidance | image editing methods · COCOEE | CLIP Score: Stable Diffusion: 75.33; Ours: 84.97 | Helped |
| use the full exemplar-based method rather than Stable Diffusion | COCOEE image editing · COCOEE | FID: 3.66 -> 3.18 | Helped |
| use the full exemplar-based method rather than Stable Diffusion | COCOEE image editing · COCOEE | QS: 73.20 -> 77.80 | Helped |
| use the full method rather than DCCF | COCOEE image editing · COCOEE | CLIP Score: 82.18 -> 84.97 | Helped |
| increase classifier-free guidance scale (ablation) | Paint by Example · COCOEE | reference similarity | Helped |
| use irregular masks during training (ablation) | Paint by Example · in-the-wild image editing | controllability | Helped |
Closest papers by meaning
- PIXELS: Progressive Image Xemplar-based Editing with Latent Surgery (AAAI 2025 · similarity 0.90)
- Learning to Manipulate Artistic Images (AAAI 2024 · similarity 0.88)
- Towards Efficient Diffusion-Based Image Editing with Instant Attention Masks (AAAI 2024 · similarity 0.88)
- PAIR Diffusion: A Comprehensive Multimodal Object-Level Image Editor (CVPR 2024 · similarity 0.87)
- CTRL-D: Controllable Dynamic 3D Scene Editing with Personalized 2D Diffusion (CVPR 2025 · similarity 0.87)
- Paint by Inpaint: Learning to Add Image Objects by Removing Them First (CVPR 2025 · similarity 0.87)
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