Research map / Detection and segmentation / Open-set and few-shot detection
PPR10K: A Large-Scale Portrait Photo Retouching Dataset With Human-Region Mask and Group-Level Consistency
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add human-region-prioritized loss (ablation) | 3D LUT · PPR10K-a, PPR10K-b, and PPR10K-c (HR) | PSNRHC: 28.39 -> 28.83; 27.59 -> 27.93; 28.09 -> 28.38 | Helped |
| Add group-level consistency loss (ablation) | 3D LUT · PPR10K-a (HR) | MGLC: 11.05 -> 9.77 | Helped |
| Add group-level consistency loss (ablation) | 3D LUT · PPR10K-a (HR) | PSNR: 25.15 -> 24.39 | Hurt |
| Add both human-region-prioritized and group-level consistency losses (ablation) | 3D LUT · PPR10K-a and PPR10K-b (HR) | MGLC: 11.05 -> 9.68; 9.52 -> 8.73 | Helped |
| Train on PPR10K rather than FiveK | 3D LUT, HDRNet, and CSRNet · PPR10K test sets | PSNR | Helped |
Closest papers by meaning
- RetouchFormer: Semi-supervised High-Quality Face Retouching Transformer with Prior-Based Selective Self-Attention (AAAI 2024 · similarity 0.84)
- PHR-DIFF: Portrait Highlights Removal via Patch-aware Diffusion Model (AAAI 2025 · similarity 0.84)
- DiffRetouch: Using Diffusion to Retouch on the Shoulder of Experts (AAAI 2025 · similarity 0.84)
- RetouchGPT: LLM-based Interactive High-Fidelity Face Retouching via Imperfection Prompting (AAAI 2025 · similarity 0.83)
- JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent (NeurIPS 2025 · similarity 0.83)
- Exploring the Camera Bias of Person Re-identification (ICLR 2025 · similarity 0.83)
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