Research map / Image generation / Editing and style transfer
Learning Oracle Attention for High-Fidelity Face Completion
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the proposed face-completion framework instead of the strongest reported baseline | Face completion · CelebA-HQ, random-position masks | L1: 1.89% -> 1.46% | Helped |
| Use the proposed face-completion framework instead of PEN-Net | Face completion · CelebA-HQ, center mask | PSNR: 24.53 -> 26.11 | Helped |
| Use the proposed face-completion framework instead of the strongest reported baseline | Face completion · Flickr-Faces-HQ, random rectangular masks | L1: 1.85% -> 1.50% | Helped |
| Replace contextual attention with DSA (ablation) | U-Net face-completion model · CelebA-HQ | LPIPS: 0.0899 -> 0.0706 | Helped |
| Add oracle supervision to DSA attention (ablation) | DSA face-completion model · CelebA-HQ | PSNR: 26.23 -> 26.36 | Helped |
| Add oracle supervision to DSA attention (ablation) | DSA face-completion model · CelebA-HQ | SSIM: 0.9062 -> 0.9107 | Helped |
| Add oracle supervision to DSA attention (ablation) | DSA face-completion model · CelebA-HQ | LPIPS: 0.0726 -> 0.0706 | Helped |
| Add local-subdivision and four facial-component discriminators (ablation) | Face-completion model with global and local discriminators · CelebA-HQ | facial texture fidelity | Helped |
Closest papers by meaning
- CQA-Face: Contrastive Quality-Aware Attentions for Face Recognition (AAAI 2022 · similarity 0.85)
- Generative Face Completion (CVPR 2017 · similarity 0.85)
- PortraitSR: Artist-Inspired Prior Learning for Progressive Face Super-Resolution (AAAI 2026 · similarity 0.85)
- Geometry-Aware Face Completion and Editing (AAAI 2019 · similarity 0.85)
- TopoFR: A Closer Look at Topology Alignment on Face Recognition (NeurIPS 2024 · similarity 0.83)
- Self-Supervised Facial Representation Learning with Facial Region Awareness (CVPR 2024 · similarity 0.83)
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