Research map / Image generation / Editing and style transfer
SwiftAvatar: Efficient Auto-Creation of Parameterized Stylized Character on Arbitrary Avatar Engines
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use cross-domain paired-data synthesis and a trained estimator instead of image-level matching | SwiftAvatar · TikTok engine | LPIPS: 0.3562 -> 0.3110 | Helped |
| Use cross-domain paired-data synthesis and a trained estimator instead of image-level matching | SwiftAvatar · Alter engine | LPIPS: 0.2825 -> 0.2405 | Helped |
| Use SwiftAvatar rather than the strongest speed-matched baseline | TikTok engine · TikTok engine | human preference: 4.37% -> 59.11% | Helped |
| Use SwiftAvatar rather than the strongest speed-matched baseline | Alter engine · Alter engine | human preference: 18.94% -> 63.68% | Helped |
| Add domain adaptation to the rendered-avatar image-vector training baseline (ablation) | SwiftAvatar · TikTok engine | LPIPS: 0.5033 -> 0.3401 | Helped |
| Add domain adaptation to the rendered-avatar image-vector training baseline (ablation) | SwiftAvatar · Alter engine | LPIPS: 0.3962 -> 0.3123 | Helped |
| Add semantic augmentation after domain adaptation (ablation) | SwiftAvatar · TikTok engine | LPIPS: 0.3401 -> 0.3110 | Helped |
| Add semantic augmentation after domain adaptation (ablation) | SwiftAvatar · Alter engine | LPIPS: 0.3123 -> 0.2405 | Helped |
Closest papers by meaning
- X-Oscar: A Progressive Framework for High-quality Text-guided 3D Animatable Avatar Generation (ICML 2024 · similarity 0.87)
- AvatarVerse: High-Quality & Stable 3D Avatar Creation from Text and Pose (AAAI 2024 · similarity 0.87)
- Arc2Avatar: Generating Expressive 3D Avatars from a Single Image via ID Guidance (CVPR 2025 · similarity 0.86)
- AvatarArtist: Open-Domain 4D Avatarization (CVPR 2025 · similarity 0.86)
- EasyCraft: A Robust and Efficient Framework for Automatic Avatar Crafting (CVPR 2025 · similarity 0.86)
- CtrlAvatar: Controllable Avatars Generation via Disentangled Invertible Networks (AAAI 2025 · similarity 0.85)
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