Layout-to-Image Synthesis on Visual Genome (VG) (test)
15.63FIDLayoutDiffusion
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LayoutDiffusionResolution=256x2562023.03 | 15.63 | — | — | — | — | — | — | — | — | — | — | 48.9 | |
| LayoutDiffusionResolution=128x1282023.03 | 16.35 | — | — | — | — | — | — | — | — | — | — | 36.45 | |
| TwFAResolution=256x2562022.06 | 17.74 | — | — | — | — | — | — | — | — | — | 7.54 | — | |
| HCSSResolution=256x2562022.06 | 19.14 | — | — | — | — | — | — | — | — | — | 8.61 | — | |
| PLGANResolution=128x1282023.03 | 20.62 | — | — | — | — | — | — | — | — | — | — | — | |
| Ours-DResolution=128 x 128, Generator=decoder-only (D)2021.03 | 21.78 | 12.69 | 0.54 | — | — | — | — | — | — | — | — | — | |
| OC-GAN2020.03 | 22.61 | 8.9 | — | — | — | — | — | — | — | — | — | — | |
| PLGANResolution=256x2562023.03 | 28.06 | — | — | — | — | — | — | — | — | — | — | — | |
| OC-GANResolution=128 x 128, Generator=decoder-only (D)2021.03 | 28.91 | 11.9 | — | — | — | — | — | — | — | — | — | — | |
| LostGAN-v2Resolution=128 x 128, Generator=improved decoder-only (D†)2021.03 | 29 | 10.71 | 0.53 | — | — | — | — | — | — | — | — | — | |
| LostGAN-V2Resolution=128x1282020.03 | 29 | 10.71 | 0.42 | — | — | — | — | — | — | — | — | — | |
| LostGAN-v2Resolution=128x1282023.03 | 29 | — | — | — | — | — | — | — | — | — | — | 29.74 | |
| LostGANResolution=128x1282019.08 | 29.36 | 11.1 | 0.43 | — | — | — | — | — | — | — | — | — | |
| LostGAN-v1Resolution=128 x 128, Generator=decoder-only (D)2021.03 | 29.36 | 11.1 | 0.43 | — | — | — | — | — | — | — | — | — | |
| LostGAN-V1Resolution=128x1282020.03 | 29.36 | 11.1 | 0.43 | — | — | — | — | — | — | — | — | — | |
| LAMAResolution=256x2562022.06 | 31.63 | — | — | — | — | — | — | — | — | — | 13.66 | — | |
| LostGAN-v2Resolution=256x2562023.03 | 32.08 | — | — | — | — | — | — | — | — | — | — | 34.48 | |
| Layout2Im + OWAResolution=64x64, Component=OWA2020.03 | 33.54 | 8 | 0.09 | — | — | — | — | — | — | — | — | — | |
| Ours-EDResolution=64 x 64, Generator=encoder-decoder (E-D)2021.03 | 33.91 | 8.53 | 0.4 | — | — | — | — | — | — | — | — | — | |
| LostGANResolution=64x642019.08 | 34.75 | 8.7 | 0.34 | — | — | — | — | — | — | — | — | — | |
| LostGAN-V1Resolution=64x642020.03 | 34.75 | 8.7 | 0.34 | — | — | — | — | — | — | — | — | — | |
| PasteGANsemi-parametric=true2020.03 | 35.25 | 8.2 | — | — | — | — | — | — | — | — | — | — | |
| AG-Layout2imResolution=128 x 128, Generator=encoder-decoder (E-D)2021.03 | 39.12 | 8.5 | 0.15 | — | — | — | — | — | — | — | — | — | |
| Layout2ImResolution=64x642020.03 | 39.68 | 8.1 | 0.17 | — | — | — | — | — | — | — | — | — | |
| Layout2ImResolution=64x642019.08 | 40.07 | 8.1 | 0.17 | — | — | — | — | — | — | — | — | — | |
| Layout2imResolution=64 x 64, Generator=encoder-decoder (E-D)2021.03 | 40.07 | 8.1 | 0.17 | — | — | — | — | — | — | — | — | — | |
| OCGANResolution=256x2562022.06 | 40.85 | — | — | — | — | — | — | — | — | — | — | — | |
| LostGAN-V2Resolution=256x2562020.03 | 47.62 | 14.1 | 0.53 | — | — | — | — | — | — | — | — | — | |
| LostGAN-V2Resolution=256x2562022.06 | 47.62 | — | — | — | — | — | — | — | — | — | 18.27 | — | |
| LostGAN-V2Resolution=512x5122020.03 | 52.73 | 14.42 | 0.61 | — | — | — | — | — | — | — | — | — | |
| sg2imResolution=64x64, Input Type=GT Layout2019.08 | 74.61 | 6.3 | 0.15 | — | — | — | — | — | — | — | — | — | |
| sg2imResolution=64x64, Layout=GT Layout2020.03 | 74.61 | 6.3 | 0.15 | — | — | — | — | — | — | — | — | — | |
| pix2pixResolution=64x642019.08 | 142.86 | 2.7 | 0 | — | — | — | — | — | — | — | — | — | |
| pix2pixResolution=64 x 64, Generator=encoder-decoder (E-D)2021.03 | 142.86 | 2.7 | 0 | — | — | — | — | — | — | — | — | — | |
| pix2pixResolution=64x642020.03 | 142.86 | 2.7 | 0 | — | — | — | — | — | — | — | — | — | |
| CAL2IResolution=128x1282022.03 | — | — | — | 12.6 | 8.4 | 7.3 | 21.78 | 49.53 | 61.3 | 29.2 | — | — | |
| LostGAN-V1Resolution=128x1282022.03 | — | — | — | 11.1 | 10.3 | 9.7 | 29.36 | 39.48 | 42.29 | 28.85 | — | — | |
| LostGAN-V2Resolution=128x1282022.03 | — | — | — | 10.7 | — | — | 29 | — | — | 29.35 | — | — | |
| LostGAN-V2Resolution=256x2562022.03 | — | — | — | 14.1 | — | — | 47.62 | — | — | 28.81 | — | — | |
| PLGANResolution=128x128, Base Model=CAL2I2022.03 | — | — | — | 12.7 | 10.6 | 10.1 | 20.62 | 32.93 | 37.03 | 30.81 | — | — | |
| PLGANResolution=256x256, Base Model=CAL2I2022.03 | — | — | — | 14.9 | 13.2 | 12.6 | 28.06 | 38.41 | 41.36 | 29.35 | — | — | |
| Real imagesResolution=64 x 642021.03 | — | 13.9 | — | — | — | — | — | — | — | — | — | — | |
| Real imagesResolution=128 x 1282021.03 | — | 20.5 | — | — | — | — | — | — | — | — | — | — | |
| Real ImagesResolution=64x642019.08 | — | 13.9 | — | — | — | — | — | — | — | — | — | — | |
| Real ImagesResolution=128x1282019.08 | — | 20.5 | — | — | — | — | — | — | — | — | — | — | |
| Real ImagesResolution=64x642020.03 | — | 13.9 | — | — | — | — | — | — | — | — | — | — | |
| Real ImagesResolution=128x1282020.03 | — | 20.5 | — | — | — | — | — | — | — | — | — | — | |
| Real ImagesResolution=256x2562020.03 | — | 28.6 | — | — | — | — | — | — | — | — | — | — | |
| Real ImagesResolution=512x5122020.03 | — | 34.2 | — | — | — | — | — | — | — | — | — | — | |
| Real ImagesResolution=128x1282022.03 | — | — | — | 20.5 | — | — | — | — | — | 48.07 | — | — | |
| Real ImagesResolution=256x2562022.03 | — | — | — | 28.6 | — | — | — | — | — | — | — | — |