Research map / Image generation / Editing and style transfer
WarpGAN: Automatic Caricature Generation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use WarpGAN-generated caricatures instead of hand-drawn caricatures as photo probes | Face identification · WebCaricature test, COTS matcher | Rank-1 identification accuracy: 41.26 $\pm$ 1.16\% -> 79.00 $\pm$ 1.46\% | Helped |
| Use WarpGAN-generated caricatures instead of hand-drawn caricatures as photo probes | Face identification · WebCaricature test, SphereFace matcher | Rank-1 identification accuracy: 45.80 $\pm$ 1.56\% -> 72.65 $\pm$ 0.84\% | Helped |
| Use WarpGAN rather than CycleGAN or MUNIT | Automatic caricature generation · Perceptual study 1, WebCaricature test | Ranked most similar to hand-drawn caricature: 99\% compared to 0.5\% and 0.5\% | Helped |
| Use WarpGAN rather than CycleGAN or MUNIT | Automatic caricature generation · Perceptual study 2, WebCaricature test | Visual quality: 2.43 -> 5.61; 1.82 -> 5.61 | Helped |
| Use WarpGAN rather than CycleGAN or MUNIT | Automatic caricature generation · Perceptual study 2, WebCaricature test | Exaggeration: 2.27 -> 4.87; 1.83 -> 4.87 | Helped |
| Add identity-preservation adversarial loss (ablation) | WarpGAN · WebCaricature caricature generation | Identity-specific shape exaggeration | Helped |
| Add patch adversarial loss (ablation) | WarpGAN · WebCaricature caricature generation | Texture style diversity | Helped |
| Add identity mapping loss (ablation) | WarpGAN · WebCaricature caricature generation | Visual quality | Helped |
| Jointly learn texture rendering and image warping (ablation) | WarpGAN · WebCaricature caricature generation | Realistic caricature generation | Helped |
| Replace control-point warping with projective transformation (ablation) | WarpGAN · WebCaricature caricature generation | Artistic shape exaggeration | Hurt |
| Replace control-point warping with dense deformation (ablation) | WarpGAN · WebCaricature caricature generation | Trainability | Hurt |
| Replace predicted control-point warping with landmark-based warping (ablation) | WarpGAN · WebCaricature caricature generation | Warping flexibility | Hurt |
Closest papers by meaning
- CaricatureBooth: Data-Free Interactive Caricature Generation in a Photo Booth (CVPR 2025 · similarity 0.89)
- G2L-CariGAN: Caricature Generation from Global Structure to Local Features (AAAI 2024 · similarity 0.87)
- DemoCaricature: Democratising Caricature Generation with a Rough Sketch (CVPR 2024 · similarity 0.86)
- Neural Implicit Morphing of Face Images (CVPR 2024 · similarity 0.85)
- Enhancing Identity-Deformation Disentanglement in StyleGAN for One-Shot Face Video Re-Enactment (AAAI 2025 · similarity 0.83)
- StyleCineGAN: Landscape Cinemagraph Generation using a Pre-trained StyleGAN (CVPR 2024 · similarity 0.82)
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