Semantic Image Synthesis on ADE20K
2.84FIDDP-SIMS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DP-SIMSBackbone=ConvNext-L2023.12 | 2.84 | — | — | — | — | — | — | — | |
| SDM2023.12 | 3.85 | — | — | — | — | — | — | — | |
| OASIS2023.12 | 4.35 | — | — | — | — | — | — | — | |
| PITIPretraining=Enabled2022.05 | 8.9 | — | — | — | — | — | — | — | |
| OASIS2022.05 | 14.8 | — | — | — | — | — | — | — | |
| PITIPretraining=None2022.05 | 16.3 | — | — | — | — | — | — | — | |
| SPADE2022.05 | 18.9 | — | — | — | — | — | — | — | |
| ECGAN++Seg=true2024.02 | 24.7 | 52.7 | — | — | 0.54 | — | — | — | |
| ECGANSeg=true2024.02 | 25.8 | 50.6 | — | — | 0.52 | — | — | — | |
| SCDMSeg=false, Category=DM2024.02 | 26.9 | 49.4 | — | — | 0.53 | — | — | — | |
| SDMSeg=false, Category=DM2024.02 | 27.5 | 48.7 | — | — | 0.524 | — | — | — | |
| SEAN2021.03 | 28.11 | 32.65 | 76.58 | — | 0 | — | — | — | |
| OASIS2022.04 | 28.3 | 48.8 | — | — | — | — | — | — | |
| OASIS2022.03 | 28.3 | 48.3 | — | — | — | — | — | — | |
| OASISSeg=false, Category=GAN2024.02 | 28.3 | 50.9 | — | — | 0.286 | — | — | — | |
| SC-GAN2022.04 | 29.3 | 45.2 | 83.8 | — | — | — | — | — | |
| SC-GAN2022.03 | 29.3 | 45.2 | 83.8 | — | — | — | — | — | |
| SCGANSeg=false, Category=GAN2024.02 | 29.3 | 50 | — | — | 0 | — | — | — | |
| INADE2021.03 | 29.6 | 34.96 | 78.51 | — | 0.4 | — | — | — | |
| SPADE2021.03 | 29.79 | 36.28 | 78.13 | — | 0 | — | — | — | |
| RESAIL2022.04 | 30.2 | 49.3 | 84.8 | — | — | — | — | — | |
| RESAILSeg=true2024.02 | 30.2 | 49.3 | — | — | — | — | — | — | |
| CLADE2021.03 | 30.48 | 35.43 | 77.37 | — | 0 | — | — | — | |
| LGGAN2019.12 | 31.6 | 41.6 | 81.8 | — | — | — | — | — | |
| LGGAN2022.03 | 31.6 | 41.6 | 81.8 | — | — | — | — | — | |
| CC-FPSEGenerator=CC, Discriminator=FPSE2020.04 | 31.7 | 43.7 | 82.9 | — | — | — | — | — | |
| CC-FPSE2022.04 | 31.7 | 43.7 | 82.9 | — | — | — | — | — | |
| CC-FPSE2022.03 | 31.7 | 43.7 | 82.9 | — | — | — | — | — | |
| CC-FPSESeg=false, Category=GAN2024.02 | 31.7 | 47.3 | — | — | 0.078 | — | — | — | |
| SESAMEGenerator=SPADE, Discriminator=SESAME2020.04 | 31.9 | 49 | 85.5 | — | — | — | — | — | |
| SESAME2022.04 | 31.9 | 49 | 85.5 | — | — | — | — | — | |
| DAGANSeg=false, Category=GAN2024.02 | 31.9 | 45.5 | — | — | 0 | — | — | — | |
| Ours2022.03 | 32.8 | 50.1 | 86.6 | — | — | — | — | — | |
| SAFMSeg=true2024.02 | 32.8 | 52.6 | — | — | — | — | — | — | |
| SPADE2019.03 | 33.9 | 38.5 | 79.9 | — | — | — | — | — | |
| GauGAN2019.12 | 33.9 | 38.5 | 79.9 | — | — | — | — | — | |
| SPADEGenerator=SPADE, Discriminator=PatchGAN2020.04 | 33.9 | 38.5 | 79.9 | — | — | — | — | — | |
| SPADE2022.04 | 33.9 | 38.5 | 79.9 | — | — | — | — | — | |
| SPADE2022.03 | 33.9 | 38.5 | 79.9 | — | — | — | — | — | |
| SPADESeg=false, Category=GAN2024.02 | 33.9 | 44.5 | — | — | 0 | — | — | — | |
| USISLearning paradigm=Unpaired2023.05 | 34.5 | 16.95 | — | — | — | — | — | — | |
| INADESeg=false, Category=GAN2024.02 | 35.2 | 41.4 | — | — | 0.459 | — | — | — | |
| Pix2PixHD2022.05 | 35.3 | — | — | — | — | — | — | — | |
| CLADESeg=false, Category=GAN2024.02 | 35.4 | 44.7 | — | — | 0 | — | — | — | |
| LDMSeg=false, Category=DM2024.02 | 36.5 | 23.2 | — | — | 0.417 | — | — | — | |
| SESAMEGenerator=Pix2PixHD, Discriminator=SESAME2020.04 | 36.8 | 49 | 85.5 | — | — | — | — | — | |
| GroupDNet2021.03 | 39.11 | 26.09 | 73.07 | — | 0.177 | — | — | — | |
| GroupDNetSeg=false, Category=GAN2024.02 | 41.7 | 33.7 | — | — | 0.23 | — | — | — | |
| pix2pixHD2021.03 | 45.87 | 27.27 | 72.61 | — | 0 | — | — | — | |
| CRN2019.03 | 73.3 | 22.4 | 68.8 | — | — | — | — | — | |
| CRN2019.12 | 73.3 | 22.4 | 68.8 | — | — | — | — | — | |
| CRN2022.04 | 73.3 | 22.4 | 68.8 | — | — | — | — | — | |
| CRN2022.03 | 73.3 | 22.4 | 68.8 | — | — | — | — | — | |
| BicycleGAN2021.03 | 77.49 | 5.33 | 42.68 | — | 0.443 | — | — | — | |
| CUTLearning paradigm=Unpaired2023.05 | 79.1 | 6.9 | — | — | — | — | — | — | |
| DistanceLearning paradigm=Unpaired2023.05 | 80 | 0.035 | — | — | — | — | — | — | |
| pix2pixHD2019.03 | 81.8 | 20.3 | 69.2 | — | — | — | — | — | |
| Pix2pixHD2019.12 | 81.8 | 20.3 | 69.2 | — | — | — | — | — | |
| Pix2PixHDGenerator=Pix2PixHD, Discriminator=PatchGAN2020.04 | 81.8 | 20.3 | 69.2 | — | — | — | — | — | |
| Pix2pixHD2022.04 | 81.8 | 20.3 | 69.2 | — | — | — | — | — | |
| pix2pixHD2022.03 | 81.8 | 20.3 | 69.2 | — | — | — | — | — | |
| pix2pixHDSeg=false, Category=GAN2024.02 | 81.8 | 20.3 | — | — | 0 | — | — | — | |
| DSCGAN2021.03 | 82.3 | 8.07 | 58.1 | — | 0.324 | — | — | — | |
| GCGANLearning paradigm=Unpaired2023.05 | 92 | 0.07 | — | — | — | — | — | — | |
| CycleGANLearning paradigm=Unpaired2023.05 | 96.3 | 5.4 | — | — | — | — | — | — | |
| DRITLearning paradigm=Unpaired2023.05 | 132.2 | 0.016 | — | — | — | — | — | — | |
| BicycleGANEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | — | 54.8 | 18.4 | 0.006 | |
| CLADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | — | 71.4 | 42.2 | 0.024 | |
| DSCGANEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | — | 54 | 18.14 | 0.01 | |
| GroupDNetEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | — | 68.33 | 383 | 0.088 | |
| INADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | — | 90.89 | 42.19 | 0.035 | |
| LGGANComparison Baseline=CRN2019.12 | — | — | — | 79.54 | — | — | — | — | |
| LGGANComparison Baseline=Pix2pixHD2019.12 | — | — | — | 85.69 | — | — | — | — | |
| LGGANComparison Baseline=GauGAN2019.12 | — | — | — | 57.31 | — | — | — | — | |
| pix2pixHDEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | — | 182.9 | 99.3 | 0.041 | |
| SPADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | — | 96.5 | 181.3 | 0.042 |