Research map / Image generation / Editing and style transfer
VITON: An Image-Based Virtual Try-On Network
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| compose the coarse result with a warped clothing image using a learned refinement mask | VITON · Zalando test set | Human evaluation: 77.2% | Helped |
| use a detailed clothing-agnostic person representation and coarse-to-fine composition | VITON · Zalando test set | Human evaluation: 77.2% vs 69.1% | Helped |
| remove body shape from the person representation (ablation) | VITON · Zalando test set | coarse try-on quality | Hurt |
| remove pose from the person representation (ablation) | VITON · Zalando test set | coarse try-on quality | Hurt |
| use Inception Score to evaluate virtual try-on quality | virtual try-on methods · Zalando test set | Inception Score: 3.373 ± 0.142 vs 3.312 ± 0.098 | Mixed |
Closest papers by meaning
- CycleVTON: A Cycle Mapping Framework for Parser-Free Virtual Try-On (AAAI 2024 · similarity 0.90)
- Virtual Try-On: Real-Time Interactive Hybrid Network with High-Fidelity (AAAI 2024 · similarity 0.89)
- MV-VTON: Multi-View Virtual Try-On with Diffusion Models (AAAI 2025 · similarity 0.88)
- Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling (CVPR 2025 · similarity 0.88)
- IPVTON: Image-based 3D Virtual Try-on with Image Prompt Adapter (AAAI 2025 · similarity 0.88)
- OOTDiffusion: Outfitting Fusion Based Latent Diffusion for Controllable Virtual Try-On (AAAI 2025 · similarity 0.88)
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