Research map / Image generation / Image restoration
GAN Prior Embedded Network for Blind Face Restoration in the Wild
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| fine-tune the embedded GAN prior with synthesized low/high-quality pairs (ablation) | GPEN · CelebA-HQ synthetic BFR | FID: 92.71 -> 31.72 | Helped |
| add noise inputs to the GAN blocks (ablation) | GPEN · CelebA-HQ synthetic BFR | LPIPS: 0.709 -> 0.346 | Helped |
| concatenate noise inputs rather than add them to convolutions (ablation) | GPEN · CelebA-HQ synthetic BFR | FID: 34.26 -> 31.72 | Helped |
| concatenate noise inputs rather than add them to convolutions (ablation) | GPEN · CelebA-HQ synthetic BFR | PSNR: 20.71 -> 20.80 | No clear effect |
Closest papers by meaning
- Towards Real-World Blind Face Restoration With Generative Facial Prior (CVPR 2021 · similarity 0.92)
- Blind Face Restoration under Extreme Conditions: Leveraging 3D-2D Prior Fusion for Superior Structural and Texture Recovery (AAAI 2024 · similarity 0.87)
- Diffusion-driven GAN Inversion for Multi-Modal Face Image Generation (CVPR 2024 · similarity 0.86)
- OSDFace: One-Step Diffusion Model for Face Restoration (CVPR 2025 · similarity 0.86)
- In-N-Out: Faithful 3D GAN Inversion with Volumetric Decomposition for Face Editing (CVPR 2024 · similarity 0.86)
- Learning Degradation-unaware Representation with Prior-based Latent Transformations for Blind Face Restoration (CVPR 2024 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.