Research map / Image generation / Editing and style transfer
Parser-Free Virtual Try-On via Distilling Appearance Flows
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use PF-AFN instead of ClothFlow | Virtual try-on · VITON | FID: 14.43 -> 10.09 | Helped |
| Use PF-AFN instead of WUTON | Virtual try-on · MPV | FID: 7.927 -> 6.429 | Helped |
| Add adjustable knowledge distillation (ablation) | PF-AFN · VITON | FID: 11.40 -> 10.09 | Helped |
| Use adjustable rather than fixed knowledge distillation (ablation) | PF-AFN · VITON | FID: 10.86 -> 10.09 | Helped |
| Add refinement from f2'' to f2 (ablation) | AFEN flow network · VITON | FID: 10.79 -> 10.09 | Helped |
| Add correlation and refinement to FN (ablation) | AFEN flow network · VITON | FID: 11.38 -> 10.09 | Helped |
| Use cascaded N FN modules instead of a single FN (ablation) | AFEN · VITON | FID: 11.90 -> 10.09 | Helped |
| Use AFEN with progressive flow estimation rather than a simple encoder-decoder (ablation) | PF-AFN · VITON | FID: 12.95 -> 10.09 | Helped |
| Add a second-order smooth constraint to appearance flows (ablation) | PF-AFN · VITON | clothing detail preservation | Helped |
Closest papers by meaning
- CycleVTON: A Cycle Mapping Framework for Parser-Free Virtual Try-On (AAAI 2024 · similarity 0.86)
- IMAGDressing-v1: Customizable Virtual Dressing (AAAI 2025 · similarity 0.83)
- Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling (CVPR 2025 · similarity 0.83)
- Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-On (CVPR 2024 · similarity 0.82)
- M&M VTO: Multi-Garment Virtual Try-On and Editing (CVPR 2024 · similarity 0.82)
- BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Training (CVPR 2025 · similarity 0.82)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.