Virtual Try-On on VITON-HD unpaired
8.266FIDDeCo-VTON
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeCo-VTONArchitecture=UNet/CNN-based2025.11 | 8.266 | — | 0.517 | — | |
| GP-VTON2026.05 | 8.34 | — | 4.42 | — | |
| LeffaArchitecture=UNet/CNN-based2025.11 | 8.52 | — | 0.32 | — | |
| DirectTryOnTime (s)=0.48, Resolution=768 x 1024, Setting=unpaired2026.05 | 8.59 | — | 0.56 | — | |
| MOFA-VTON2026.06 | 8.61 | — | 1.17 | — | |
| DCI-VTON2026.05 | 8.62 | — | 3.54 | — | |
| CatVTONArchitecture=UNet/CNN-based2025.11 | 9.015 | — | 1.091 | — | |
| OOTDiffusionTime (s)=9.24, Resolution=768 x 1024, Setting=unpaired2026.05 | 9.02 | — | 0.63 | — | |
| StableVITON2026.06 | 9.14 | — | 1.31 | — | |
| Any2anyTryonTime (s)=61.65, Resolution=384 x 512 (upsampled to 768 x 1024 for evaluation), Setting=unpaired2026.05 | 9.29 | — | 1.22 | — | |
| GP-VTON2026.06 | 9.34 | — | 1.23 | — | |
| IDM-VTON2026.06 | 9.37 | — | 1.58 | — | |
| OOTDiffusionCSC=applied2025.12 | 9.38 | 0.086 | 1.03 | 12.8726 | |
| LeffaTime (s)=11.55, Resolution=768 x 1024, Setting=unpaired2026.05 | 9.38 | — | 0.92 | — | |
| LaDI-VTON2026.06 | 9.38 | — | 1.66 | — | |
| CatVTONTime (s)=10.98, Resolution=384 x 512 (upsampled to 768 x 1024 for evaluation), Setting=unpaired2026.05 | 9.4 | — | 1.27 | — | |
| LaDI-VTONArchitecture=UNet/CNN-based2025.11 | 9.41 | — | 1.6 | — | |
| OOTDiffusion2025.12 | 9.45 | 0.098 | 1.16 | 13.5374 | |
| SD-VITON2026.06 | 9.52 | — | 1.4 | — | |
| DCI-VTON2026.06 | 9.58 | — | 1.91 | — | |
| LaDI-VTON2026.03 | 9.6131 | — | 2.0207 | — | |
| LPH-VTON2026.05 | 9.71 | — | 2.56 | — | |
| CatVTON2026.05 | 9.78 | — | 2.87 | — | |
| PROMO2026.03 | 9.9034 | — | 1.9174 | — | |
| Any2AnyTryon2026.03 | 10.312 | — | 2.7086 | — | |
| CAT-DM2026.06 | 10.33 | — | 2.56 | — | |
| PromptDresser2026.03 | 10.4356 | — | 2.0531 | — | |
| Stable-VTON-1024Resolution=10242026.05 | 10.67 | — | 6.42 | — | |
| StableVITONArchitecture=UNet/CNN-based2025.11 | 11.05 | — | 3.914 | — | |
| GarDiff2026.06 | 11.42 | — | 4.35 | — | |
| StableVITON2025.12 | 11.49 | 0.124 | 1.52 | 14.8119 | |
| LaDI-VTONCSC=applied2025.12 | 11.62 | 0.147 | 1.71 | 14.5051 | |
| GP-VTONArchitecture=UNet/CNN-based2025.11 | 11.84 | — | 4.31 | — | |
| LaDI-VTON2025.12 | 11.93 | 0.151 | 1.8 | 15.2337 | |
| IDM-VTON2026.05 | 12.13 | — | 2.66 | — | |
| GP-VTON2025.12 | 12.21 | 0.117 | 1.23 | 16.3454 | |
| HR-VTON2026.06 | 12.23 | — | 3.87 | — | |
| OOTDiffusionArchitecture=UNet/CNN-based2025.11 | 12.41 | — | 4.689 | — | |
| TPD2026.06 | 12.43 | — | 5.31 | — | |
| DCI-VTONArchitecture=UNet/CNN-based2025.11 | 12.53 | — | 5.251 | — | |
| Ladi-VTON2026.05 | 12.55 | — | 5.61 | — | |
| CatVTON2026.03 | 12.5716 | — | 5.4555 | — | |
| HR-VTONArchitecture=UNet/CNN-based2025.11 | 13.06 | — | 4.72 | — | |
| IDM-VTONArchitecture=UNet/CNN-based2025.11 | 14.65 | — | 8.754 | — | |
| HR-VITON2025.12 | 14.83 | 0.132 | 1.34 | 16.5459 | |
| PROMO2026.03 | 18.0356 | — | 1.5828 | — | |
| Qwen-Image-Edit-25092026.03 | 18.7954 | — | 1.1485 | — | |
| Nanobanana2026.03 | 20.4191 | — | 0.4411 | — | |
| Seedream 4.02026.03 | 26.8181 | — | 8.479 | — | |
| OOTDiffusion2026.03 | 39.9626 | — | 26.0686 | — |