Virtual Try-On on VITON-HD (test)
89.85SSIMFitDiT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FitDiTResolution=1024x7682024.11 | 89.85 | 0.0661 | 4.7309 | 0.1895 | — | — | — | — | — | |
| DCI-VTONenhancement=ART-VITON2025.09 | 89.46 | 0.0722 | 10.5408 | 0.0005 | 24.6903 | — | — | — | — | |
| DPIDMModel Initialization=SD v1.52025.05 | 89.3 | 0.067 | — | — | — | — | — | 8.15 | 0.32 | |
| GPD-VVTOModel Initialization=SD v2.12025.05 | 89.1 | 0.07 | — | — | — | — | — | 8.57 | 0.78 | |
| GP-VTON2025.05 | 89 | 0.085 | — | — | — | — | — | 9.82 | 1.42 | |
| DCI-VTON2025.05 | 89 | 0.072 | — | — | — | — | — | 8.77 | 0.89 | |
| DCI-VTONenhancement=none2025.09 | 88.71 | 0.0782 | 11.3634 | 0.0012 | 24.1413 | — | — | — | — | |
| StableVITONenhancement=ART-VITON2025.09 | 88.59 | 0.0746 | 9.7669 | 0.0009 | 23.7027 | — | — | — | — | |
| StableVITONenhancement=none2025.09 | 88.39 | 0.0757 | 9.8694 | 0.0016 | 23.5965 | — | — | — | — | |
| IDM2025.05 | 88.1 | 0.078 | — | — | — | — | — | 8.6 | 0.55 | |
| IDM-VTONResolution=1024x7682024.11 | 88.06 | 0.0789 | 6.3381 | 1.3224 | — | — | — | — | — | |
| StableVITON2025.05 | 87.8 | 0.075 | — | — | — | — | — | 9.43 | 1.54 | |
| LaDI-VTONenhancement=none2025.09 | 87.79 | 0.0876 | 10.5203 | 0.0004 | 22.7451 | — | — | — | — | |
| WearAnyWay2025.05 | 87.7 | 0.078 | — | — | — | — | — | 8.16 | 0.78 | |
| CAT-DM2025.05 | 87.7 | 0.08 | — | — | — | — | — | 8.93 | 1.37 | |
| LaDI-VTONResolution=1024x7682024.11 | 87.63 | 0.0911 | 6.6044 | 1.0672 | — | — | — | — | — | |
| HR-VITON2025.05 | 87.6 | 0.096 | — | — | — | — | — | 12.31 | 3.81 | |
| LaDI-VTON2025.05 | 87.5 | 0.091 | — | — | — | — | — | 9.32 | 1.55 | |
| GP-VTONenhancement=none2025.09 | 87.18 | 0.0838 | 12.0564 | 0.0029 | 23.6485 | — | — | — | — | |
| HR-VITONenhancement=none2025.09 | 87.1 | 0.0986 | 11.7301 | 0.3926 | 22.3368 | — | — | — | — | |
| CatVTONResolution=1024x7682024.11 | 86.94 | 0.097 | 6.1394 | 0.9639 | — | — | — | — | — | |
| StableVTONResolution=1024x7682024.11 | 86.65 | 0.0835 | 6.8581 | 1.2553 | — | — | — | — | — | |
| VITON-HD2025.05 | 86.2 | 0.117 | — | — | — | — | — | 12.12 | 3.23 | |
| BooW-VTONAblation Setting=+Lxr (Full Model)2024.08 | 86.18 | 0.108 | — | — | 21.8 | 6.885 | 1.366 | 8.809 | 0.8176 | |
| BooW-VTON (+H.Q. pseudo data)Ablation Setting=+H.Q. pseudo data2024.08 | 85.97 | 0.1101 | — | — | 21.37 | 6.896 | 1.58 | 9.191 | 1.12 | |
| BooW-VTON (+Wild augmentation)Ablation Setting=+Wild augmentation2024.08 | 85.89 | 0.1173 | — | — | 21.23 | 7.405 | 1.405 | 9.204 | 1.089 | |
| StableVITONTrain dataset=D.C. Upper, RePaint (Inference Strategy)=true2023.12 | 85.5 | 0.1173 | 9.714 | 1.35 | — | — | — | — | — | |
| IDM-VTONVenue=ECCV20242024.08 | 85.47 | 0.1223 | — | — | 21.06 | 8.594 | 2.529 | 9.265 | 1.272 | |
| DCI-VTONVenue=MM20232024.08 | 85.45 | 0.18 | — | — | 19.27 | 24.05 | 16.44 | 8.998 | 1.187 | |
| BooW-VTON (Base mask-free)Ablation Setting=Base mask-free2024.08 | 85.29 | 0.1206 | — | — | 20.6 | 8.766 | 2.611 | 9.467 | 1.493 | |
| Stable VITONVenue=CVPR20242024.08 | 85.19 | 0.1479 | — | — | 21.72 | 8.926 | 2.538 | 9.851 | 1.727 | |
| TPDVenue=CVPR20242024.08 | 85.16 | 0.1822 | — | — | 20.75 | 13.07 | 7.88 | 13.82 | 6.641 | |
| OOTDiffusionResolution=1024x7682024.11 | 85.13 | 0.0964 | 6.5186 | 0.8961 | — | — | — | — | — | |
| OmniVTON++Backbone=FLUX, Method Category=Our Method2026.02 | 84.9 | 0.121 | — | — | — | 6.618 | — | 9.286 | — | |
| GarDiffenhancement=ART-VITON2025.09 | 84.63 | 0.0866 | 10.3414 | 0.0036 | 21.9647 | — | — | — | — | |
| OmniVTON++Backbone=SD-2.0, Method Category=Our Method2026.02 | 84.3 | 0.13 | — | — | — | 6.99 | — | 9.189 | — | |
| GarDiffenhancement=none2025.09 | 84.18 | 0.0895 | 10.5858 | 0.0042 | 21.7263 | — | — | — | — | |
| LaDI-VTONVenue=MM20232024.08 | 83.95 | 0.2014 | — | — | 18.69 | 9.746 | 2.599 | 11.08 | 2.634 | |
| CAT-DMVenue=CVPR20242024.08 | 83.91 | 0.1621 | — | — | 20.45 | 9.336 | 2.294 | 10.28 | 1.98 | |
| OmniVTONVenue & Year=ICCV 2025, Method Category=Our Method2026.02 | 83.2 | 0.145 | — | — | — | 7.758 | — | 9.621 | — | |
| OOTDSource=5.9k stars2024.08 | 83.01 | 0.142 | — | — | 19.2 | 8.136 | 1.469 | 12.19 | 2.682 | |
| DCI-VTONTrain dataset=D.C. Upper, Data Augmentation=true2023.12 | 82.5 | 0.187 | 16.67 | 6.4 | — | — | — | — | — | |
| StableVITONTrain dataset=D.C. Upper2023.12 | 81.7 | 0.1308 | 10.104 | 1.72 | — | — | — | — | — | |
| IDM-VTONVenue & Year=ECCV 2024, Method Category=Virtual Try-on Method2026.02 | 81.2 | 0.147 | — | — | — | 20.46 | — | 23.035 | — | |
| LADI-VTONTrain dataset=D.C. Upper2023.12 | 81.1 | 0.2278 | 45.923 | 36.69 | — | — | — | — | — | |
| GP-VTONVenue & Year=CVPR 2023, Method Category=Virtual Try-on Method2026.02 | 81 | 0.249 | — | — | — | 49.196 | — | 51.566 | — | |
| GP-VTONTrain dataset=D.C. Upper2023.12 | 80.4 | 0.2621 | 52.351 | 48.68 | — | — | — | — | — | |
| Paint-by-ExampleTrain dataset=D.C. Upper2023.12 | 80.1 | 0.2429 | 31.79 | 23.02 | — | — | — | — | — | |
| AnyDoorVenue & Year=CVPR 2024, Method Category=Exemplar-based Image Editing Method2026.02 | 79.6 | 0.164 | — | — | — | 9.922 | — | 14.83 | — | |
| D4-VTONVenue & Year=ECCV 2024, Method Category=Virtual Try-on Method2026.02 | 79 | 0.25 | — | — | — | 23.914 | — | 25.299 | — | |
| DCI-VTONTrain dataset=D.C. Upper2023.12 | 78.4 | 0.1814 | 15.625 | 7.52 | — | — | — | — | — | |
| PBEVenue & Year=CVPR 2023, Method Category=Exemplar-based Image Editing Method2026.02 | 78.4 | 0.227 | — | — | — | 17.649 | — | 19.23 | — | |
| CAT-DMVenue & Year=CVPR 2024, Method Category=Virtual Try-on Method2026.02 | 77.5 | 0.229 | — | — | — | 26.339 | — | 28.869 | — | |
| Cross-ImageVenue & Year=SIGGRAPH 2024, Method Category=Exemplar-based Image Editing Method2026.02 | 76 | 0.256 | — | — | — | 57.286 | — | 62.614 | — | |
| OOTDiffusionVenue & Year=AAAI 2025, Method Category=Virtual Try-on Method2026.02 | 75.7 | 0.208 | — | — | — | 21.56 | — | 26.312 | — | |
| Any2AnyTryonVenue & Year=ICCV 2025, Method Category=Virtual Try-on Method2026.02 | 64.5 | 0.365 | — | — | — | 16.742 | — | 18.225 | — | |
| TIGICVenue & Year=ECCV 2024, Method Category=Exemplar-based Image Editing Method2026.02 | 61.3 | 0.422 | — | — | — | 88.9 | — | 90.338 | — | |
| Any2AnyTryOn2026.06 | — | — | 9.1742 | 1.185 | — | — | — | — | — | |
| CatVTONResolution=1024x7682024.11 | — | — | 9.1434 | 1.2666 | — | — | — | — | — | |
| CatVTON2026.06 | — | — | 9.9667 | 1.8646 | — | — | — | — | — | |
| FitDiTResolution=1024x7682024.11 | — | — | 8.2042 | 0.3421 | — | — | — | — | — | |
| FitVTONtexture rectification=w/ texture2026.06 | — | — | 13.6398 | 4.8988 | — | — | — | — | — | |
| FitVTONtexture rectification=w/o texture2026.06 | — | — | 16.1519 | 7.0423 | — | — | — | — | — | |
| IDM-VTONResolution=1024x7682024.11 | — | — | 9.6114 | 1.6387 | — | — | — | — | — | |
| JCo-MVTON2026.06 | — | — | 12.4363 | 3.9295 | — | — | — | — | — | |
| LaDI-VTONResolution=1024x7682024.11 | — | — | 9.4095 | 1.6866 | — | — | — | — | — | |
| OmniTry2026.06 | — | — | 11.6031 | 2.3572 | — | — | — | — | — | |
| OOTDiffusionResolution=1024x7682024.11 | — | — | 9.6733 | 1.2061 | — | — | — | — | — | |
| StableVTONResolution=1024x7682024.11 | — | — | 9.5868 | 1.4508 | — | — | — | — | — |