Research map / Image generation / Editing and style transfer
Instance-Level Facial Attributes Transfer with Geometry-Aware Flow
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add geometry-aware flow to align source attribute with target pose (ablation) | GeoGAN · CelebA Eyeglasses, Mustache, and Goatee | Faithfulness Score: 0.959 -> 0.806; 0.883 -> 0.832; 0.855 -> 0.811 | Helped |
| Add geometry-aware flow to align source attribute with target pose (ablation) | GeoGAN · CelebA Eyeglasses, Mustache, and Goatee | FID: 0.355 -> 0.351; 0.366 -> 0.336; 0.352 -> 0.324 | Helped |
| Add appearance refinement sub-network to compensate for skin-color and lighting gaps (ablation) | GeoGAN · CelebA Eyeglasses, Mustache, and Goatee | Attribute classification accuracy: 80.7 -> 91.2; 78.9 -> 87.8; 77.4 -> 91.9 | Helped |
| Use GeoGAN instead of ELEGANT for instance-level transfer | CelebA Eyeglasses, Mustache, and Goatee · CelebA | Faithfulness Score: 0.946 -> 0.806; 0.915 -> 0.832; 0.905 -> 0.811 | Helped |
| Use GeoGAN instead of UNIT | CelebA · CelebA Eyeglasses and Mustache | FID: 0.316 -> 0.351; 0.356 -> 0.336 | Mixed |
| Use GeoGAN instead of StarGAN | CelebA · CelebA Eyeglasses, Mustache, and Goatee | Attribute classification accuracy: 99.6 -> 91.2; 98.8 -> 87.8; 98.8 -> 91.9 | Hurt |
| Use GeoGAN instead of competing methods | GeoGAN · User study | Attribute quality preference: 11.3% -> 45.2%; 26.1% -> 45.2%; 17.4% -> 45.2% | Helped |
| Use GeoGAN instead of competing methods | GeoGAN · User study | Perceptual realism preference: 11.9% -> 42.1%; 29.3% -> 42.1%; 16.7% -> 42.1% | Helped |
Closest papers by meaning
- FlowFace: Semantic Flow-Guided Shape-Aware Face Swapping (AAAI 2023 · similarity 0.90)
- 3D-Aware Face Swapping (CVPR 2023 · similarity 0.85)
- Geometry-Aware Face Completion and Editing (AAAI 2019 · similarity 0.85)
- Attribute-Preserving Pseudo-Labeling for Diffusion-Based Face Swapping (CVPR 2026 · similarity 0.85)
- Learning Person-Specific Animatable Face Models from In-the-Wild Images via a Shared Base Model (CVPR 2025 · similarity 0.85)
- Generalizable Face Landmarking Guided by Conditional Face Warping (CVPR 2024 · similarity 0.84)
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