Research map / Image generation / Editing and style transfer
Style-Based Global Appearance Flow for Virtual Try-On
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace local flow estimation with global style-based flow estimation | Virtual try-on garment warping · VITON | FID: 10.09 -> 8.89 | Helped |
| use global style modulation followed by local flow refinement instead of either component alone (ablation) | Style-Based Global Appearance Flow · VITON | SSIM: 0.89 -> 0.91 | Helped |
| use global style modulation followed by local flow refinement instead of either component alone (ablation) | Style-Based Global Appearance Flow · VITON | FID: 9.84 -> 8.89; 10.73 -> 8.89 | Helped |
| add style modulation-based global flow estimation rather than using local correspondence alone (ablation) | Style-Based Global Appearance Flow · VITON | FID: 10.73 -> 9.84 | Helped |
| add local refinement to style modulation-based global flow estimation (ablation) | Style-Based Global Appearance Flow · VITON | SSIM: 0.89 -> 0.91 | Helped |
| add local refinement to style modulation-based global flow estimation (ablation) | Style-Based Global Appearance Flow · VITON | FID: 9.84 -> 8.89 | Helped |
| use only global style modulation without local refinement (ablation) | Style-Based Global Appearance Flow · VITON | FID: 8.89 -> 9.84 | Hurt |
| use only local correspondence without global style modulation (ablation) | Style-Based Global Appearance Flow · VITON | FID: 8.89 -> 10.73 | Hurt |
Closest papers by meaning
- Virtual Try-On: Real-Time Interactive Hybrid Network with High-Fidelity (AAAI 2024 · similarity 0.89)
- Correpondence Alignment For Improved Virtual Try-On (NeurIPS 2026 · similarity 0.89)
- Towards Squeezing-Averse Virtual Try-On via Sequential Deformation (AAAI 2024 · similarity 0.88)
- Incorporating Visual Correspondence into Diffusion Model for Virtual Try-On (ICLR 2025 · similarity 0.87)
- IMAGDressing-v1: Customizable Virtual Dressing (AAAI 2025 · similarity 0.87)
- CycleVTON: A Cycle Mapping Framework for Parser-Free Virtual Try-On (AAAI 2024 · similarity 0.87)
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