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Layout-to-Image Synthesis on COCO-Stuff (test)

14.4FIDFreestyleNet
10.097239.141168.18597.2289Aug 20, 2019Mar 25, 2020Oct 30, 2020Jun 6, 2021Jan 11, 2022Aug 18, 2022Mar 25, 2023

Evaluation results

MethodLinks
FreestyleNet2023.0314.4———40.7—
POE-GAN2023.0315.8—————
Lab2Pix-V22023.0318.1———40.5—
TwFAResolution=256x2562022.0622.15——11.99——
Ours-DResolution=128 x 128, Generator=decoder-only (D)2021.0322.3215.620.55———
LostGAN-v2Resolution=128 x 128, Generator=improved decoder-only (D†)2021.0324.7614.210.55———
SVQGAN-T2023.0328.8—————
Context-L2IResolution=256x256, official implementation=true2022.0629.56——14.4——
LostGANResolution=128x1282019.0829.6513.80.4———
LostGAN-v1Resolution=128 x 128, Generator=decoder-only (D)2021.0329.6513.80.4———
LAMAResolution=256x2562022.0631.12——18.64——
Ours-EDResolution=64 x 64, Generator=encoder-decoder (E-D)2021.0331.3210.270.39———
OC-GAN2020.0333.110.5————
HCSSResolution=256x2562022.0633.68——13.36——
LostGANResolution=64x642019.0834.319.80.35———
OC-GANResolution=128 x 128, Generator=decoder-only (D)2021.0336.0414————
Layout2ImResolution=64x642019.0838.149.10.15———
Layout2imResolution=64 x 64, Generator=encoder-decoder (E-D)2021.0338.149.10.15———
PasteGANsemi-parametric=true2020.0338.2910.2————
OCGANResolution=256x2562022.0641.65—————
LostGAN-V2Resolution=256x2562022.0642.55——22——
Grid2ImResolution=128 x 128, Generator=encoder-decoder (E-D)2021.0363.4411.220.28———
sg2imResolution=64x64, Input Type=GT Layout2019.0867.967.30.02———
pix2pixResolution=64x642019.08121.973.50———
pix2pixResolution=64 x 64, Generator=encoder-decoder (E-D)2021.03121.973.50———
CC-FPSE2023.03—————0.089
FreestyleNet2023.03—————0.592
OASIS2023.03—————0.345
PITI2023.03—————0.523
Pix2PixHDNote=Does not support diverse generation2023.03—————0
Real imagesResolution=64 x 642021.03—16.3————
Real imagesResolution=128 x 1282021.03—22.3————
Real ImagesResolution=64x642019.08—16.3————
Real ImagesResolution=128x1282019.08—22.3————
SC-GANNote=Does not support diverse generation2023.03—————0
SPADENote=Does not support diverse generation2023.03—————0