Semantic Image Synthesis on Cityscapes
3.71FIDDP-SIMS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DP-SIMSBackbone=ConvNext-L2023.12 | 3.71 | — | — | — | — | — | — | — | |
| SDM2023.12 | 3.94 | — | — | — | — | — | — | — | |
| OASIS2023.12 | 4.75 | — | — | — | — | — | — | — | |
| INADE2021.03 | 38.04 | 61.02 | 93.16 | 0.248 | — | — | — | — | |
| GroupDNet2021.03 | 41.12 | 59.2 | 92.78 | 0.073 | — | — | — | — | |
| RESAIL2022.04 | 45.5 | 69.7 | 83.2 | — | — | — | — | — | |
| OASIS2022.04 | 47.7 | 69.3 | — | — | — | — | — | — | |
| OASIS2022.03 | 47.7 | 69.3 | — | — | — | — | — | — | |
| SC-GAN2022.04 | 49.5 | 66.9 | 82.5 | — | — | — | — | — | |
| SC-GAN2022.03 | 49.5 | 66.9 | 82.5 | — | — | — | — | — | |
| Ours2022.03 | 49.5 | 70.4 | 83.1 | — | — | — | — | — | |
| SIMS2019.03 | 49.7 | 47.2 | 75.5 | — | — | — | — | — | |
| SIMS2019.12 | 49.7 | 47.2 | 75.5 | — | — | — | — | — | |
| SIMS2022.04 | 49.7 | 47.2 | 75.5 | — | — | — | — | — | |
| SIMS2022.03 | 49.7 | 47.2 | 75.5 | — | — | — | — | — | |
| USISLearning paradigm=Unpaired2023.05 | 50.14 | 42.32 | — | — | — | — | — | — | |
| SEAN2021.03 | 50.43 | 56.22 | 92.28 | 0 | — | — | — | — | |
| CLADE2021.03 | 50.62 | 60.44 | 93.42 | 0 | — | — | — | — | |
| DSCGAN2021.03 | 50.84 | 43.7 | 87.8 | 0.216 | — | — | — | — | |
| SPADE2021.03 | 51.98 | 61.38 | 93.26 | 0 | — | — | — | — | |
| SESAMEGenerator=SPADE, Discriminator=SESAME2020.04 | 54.2 | 66 | 82.5 | — | — | — | — | — | |
| SESAME2022.04 | 54.2 | 66 | 82.5 | — | — | — | — | — | |
| CC-FPSEGenerator=CC, Discriminator=FPSE2020.04 | 54.3 | 65.5 | 82.3 | — | — | — | — | — | |
| CC-FPSE2022.04 | 54.3 | 65.5 | 82.3 | — | — | — | — | — | |
| CC-FPSE2022.03 | 54.3 | 65.6 | 82.3 | — | — | — | — | — | |
| SESAMEGenerator=Pix2PixHD, Discriminator=SESAME2020.04 | 55.4 | 59.6 | 81.1 | — | — | — | — | — | |
| CUTLearning paradigm=Unpaired2023.05 | 57.3 | 29.8 | — | — | — | — | — | — | |
| LGGAN2019.12 | 57.7 | 68.4 | 83 | — | — | — | — | — | |
| LGGAN2022.03 | 57.7 | 68.4 | 83 | — | — | — | — | — | |
| BicycleGAN2021.03 | 59.87 | 30.47 | 78.26 | 0.122 | — | — | — | — | |
| LGGANSetup=S4: S3 + Class Dis. Loss2019.12 | 61.3 | 67 | — | — | — | — | — | — | |
| LGGANSetup=S3: S1 + Local (con.)2019.12 | 65.6 | 65.8 | — | — | — | — | — | — | |
| pix2pixHD2021.03 | 66.04 | 60.5 | 93.06 | 0 | — | — | — | — | |
| LGGANSetup=S2: S1 + Local (add.)2019.12 | 66.1 | 64.6 | — | — | — | — | — | — | |
| SPADE2019.03 | 71.8 | 62.3 | 81.9 | — | — | — | — | — | |
| GauGAN2019.12 | 71.8 | 62.3 | 81.9 | — | — | — | — | — | |
| LGGANSetup=S1: Ours w/ Global2019.12 | 71.8 | 62.3 | — | — | — | — | — | — | |
| SPADEGenerator=SPADE, Discriminator=PatchGAN2020.04 | 71.8 | 62.3 | 81.9 | — | — | — | — | — | |
| SPADE2022.04 | 71.8 | 62.3 | 81.9 | — | — | — | — | — | |
| SPADE2022.03 | 71.8 | 62.3 | 81.9 | — | — | — | — | — | |
| DistanceLearning paradigm=Unpaired2023.05 | 78 | 17.6 | — | — | — | — | — | — | |
| GCGANLearning paradigm=Unpaired2023.05 | 80 | 8.4 | — | — | — | — | — | — | |
| MUNITLearning paradigm=Unpaired2023.05 | 84 | 8.2 | — | — | — | — | — | — | |
| CycleGANLearning paradigm=Unpaired2023.05 | 87.2 | 24.5 | — | — | — | — | — | — | |
| pix2pixHD2019.03 | 95 | 58.3 | 81.4 | — | — | — | — | — | |
| Pix2pixHD2019.12 | 95 | 58.3 | 81.4 | — | — | — | — | — | |
| Pix2PixHDGenerator=Pix2PixHD, Discriminator=PatchGAN2020.04 | 95 | 58.3 | 81.4 | — | — | — | — | — | |
| Pix2pixHD2022.04 | 95 | 58.3 | 81.4 | — | — | — | — | — | |
| pix2pixHD2022.03 | 95 | 58.3 | 81.4 | — | — | — | — | — | |
| CRN2019.03 | 104.7 | 52.4 | 77.1 | — | — | — | — | — | |
| CRN2019.12 | 104.7 | 52.4 | 77.1 | — | — | — | — | — | |
| CRN2022.04 | 104.7 | 52.4 | 77.1 | — | — | — | — | — | |
| CRN2022.03 | 104.7 | 52.4 | 77.1 | — | — | — | — | — | |
| DRITLearning paradigm=Unpaired2023.05 | 164 | 9.5 | — | — | — | — | — | — | |
| BicycleGANEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 54.8 | 18.4 | 0.011 | — | |
| CC-FPSEPSNR=1002023.06 | — | — | — | — | — | — | — | 24.59 | |
| CC-FPSEPSNR=302023.06 | — | — | — | — | — | — | — | 20.337 | |
| CC-FPSEPSNR=202023.06 | — | — | — | — | — | — | — | 26.253 | |
| CC-FPSEPSNR=152023.06 | — | — | — | — | — | — | — | 33.166 | |
| CC-FPSEPSNR=102023.06 | — | — | — | — | — | — | — | 40.374 | |
| CLADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 67.9 | 75.54 | 0.035 | — | |
| DSCGANEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 54 | 18.14 | 0.018 | — | |
| Full imagePSNR=302023.06 | — | — | — | — | — | — | — | 6.284 | |
| Full imagePSNR=202023.06 | — | — | — | — | — | — | — | 13.684 | |
| Full imagePSNR=152023.06 | — | — | — | — | — | — | — | 20.045 | |
| Full imagePSNR=102023.06 | — | — | — | — | — | — | — | 28.005 | |
| Full imagePSNR=52023.06 | — | — | — | — | — | — | — | 37.931 | |
| Full imagePSNR=12023.06 | — | — | — | — | — | — | — | 42.004 | |
| GESCOPSNR=1002023.06 | — | — | — | — | — | — | — | 11.848 | |
| GESCOPSNR=302023.06 | — | — | — | — | — | — | — | 12.355 | |
| GESCOPSNR=202023.06 | — | — | — | — | — | — | — | 14.03 | |
| GESCOPSNR=152023.06 | — | — | — | — | — | — | — | 14.008 | |
| GESCOPSNR=102023.06 | — | — | — | — | — | — | — | 14.851 | |
| GESCOPSNR=52023.06 | — | — | — | — | — | — | — | 15.315 | |
| GESCOPSNR=12023.06 | — | — | — | — | — | — | — | 15.989 | |
| GroupDNetEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 76.5 | 463.61 | 0.224 | — | |
| INADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 77.39 | 75.25 | 0.048 | — | |
| OASISPSNR=1002023.06 | — | — | — | — | — | — | — | 10.403 | |
| OASISPSNR=302023.06 | — | — | — | — | — | — | — | 10.339 | |
| OASISPSNR=202023.06 | — | — | — | — | — | — | — | 16.179 | |
| OASISPSNR=152023.06 | — | — | — | — | — | — | — | 24.892 | |
| OASISPSNR=102023.06 | — | — | — | — | — | — | — | 40.44 | |
| pix2pixHDEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 182.53 | 151.32 | 0.038 | — | |
| SDMPSNR=1002023.06 | — | — | — | — | — | — | — | 9.899 | |
| SDMPSNR=302023.06 | — | — | — | — | — | — | — | 16.642 | |
| SDMPSNR=202023.06 | — | — | — | — | — | — | — | 31.51 | |
| SEANEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 330.41 | 681.75 | 0.507 | — | |
| SMISPSNR=1002023.06 | — | — | — | — | — | — | — | 8.758 | |
| SMISPSNR=302023.06 | — | — | — | — | — | — | — | 9.147 | |
| SMISPSNR=202023.06 | — | — | — | — | — | — | — | 11.75 | |
| SMISPSNR=152023.06 | — | — | — | — | — | — | — | 14.775 | |
| SMISPSNR=102023.06 | — | — | — | — | — | — | — | 21.373 | |
| SMISPSNR=52023.06 | — | — | — | — | — | — | — | 34.586 | |
| SMISPSNR=12023.06 | — | — | — | — | — | — | — | 44.115 | |
| SPADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 93.05 | 281.54 | 0.065 | — | |
| SPADEPSNR=1002023.06 | — | — | — | — | — | — | — | 10.324 | |
| SPADEPSNR=302023.06 | — | — | — | — | — | — | — | 14.2 | |
| SPADEPSNR=202023.06 | — | — | — | — | — | — | — | 22.971 | |
| SPADEPSNR=152023.06 | — | — | — | — | — | — | — | 42.681 | |
| SPADEPSNR=102023.06 | — | — | — | — | — | — | — | 55.42 |