Research map / Image generation / Editing and style transfer
Disentangled Cycle Consistency for Highly-Realistic Virtual Try-On
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use disentangled cycle consistency for try-on | virtual try-on on VITON · VITON | IS: 2.75 ± 0.14 -> 2.85 ± 0.15 | Helped |
| use disentangled cycle consistency for try-on | virtual try-on on VITON · VITON | SSIM: 0.81 -> 0.83 | Helped |
| use disentangled cycle consistency for try-on | virtual try-on on VITON · VITON | FID: 16.64 -> 14.82 | Helped |
| add skin synthesis encoder (ablation) | DCTON · VITON | IS: 2.81 ± 0.14 -> 2.85 ± 0.15 | Helped |
| add skin synthesis encoder (ablation) | DCTON · VITON | SSIM: 0.74 -> 0.83 | Helped |
| add skin synthesis encoder (ablation) | DCTON · VITON | FID: 18.12 -> 14.82 | Helped |
| add STN regularization term (ablation) | DCTON · VITON | IS: 2.80 ± 0.23 -> 2.85 ± 0.15 | Helped |
| add STN regularization term (ablation) | DCTON · VITON | SSIM: 0.79 -> 0.83 | Helped |
| add STN regularization term (ablation) | DCTON · VITON | FID: 15.70 -> 14.82 | Helped |
Closest papers by meaning
- CycleVTON: A Cycle Mapping Framework for Parser-Free Virtual Try-On (AAAI 2024 · similarity 0.92)
- Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling (CVPR 2025 · similarity 0.89)
- Virtual Try-On: Real-Time Interactive Hybrid Network with High-Fidelity (AAAI 2024 · similarity 0.89)
- M&M VTO: Multi-Garment Virtual Try-On and Editing (CVPR 2024 · similarity 0.88)
- OOTDiffusion: Outfitting Fusion Based Latent Diffusion for Controllable Virtual Try-On (AAAI 2025 · similarity 0.88)
- Cascaded Diffusion Models for Virtual Try-On: Improving Control and Resolution (AAAI 2025 · similarity 0.88)
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