Semantic Image Synthesis on CelebAMask-HQ
11.9FIDSymmFlow
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SymmFlowSteps=252025.06 | 11.9 | — | — | 0.464 | — | — | — | |
| SCDMSeg=false, Category=DM2024.02 | 17.4 | 77.2 | — | 0.418 | — | — | — | |
| SCDMSteps=2502025.06 | 17.4 | — | — | 0.418 | — | — | — | |
| Unconditional GeneratorSeg=false, Category=GAN, one-shot=true2024.02 | 18.5 | 53.1 | — | — | — | — | — | |
| SDMSeg=false, Category=DM2024.02 | 18.8 | 77 | — | 0.404 | — | — | — | |
| SDMSteps=10002025.06 | 18.8 | — | — | 0.422 | — | — | — | |
| SC-GANTask=SIS2024.05 | 19.2 | — | — | 0.395 | — | — | — | |
| SC-GANSteps=12025.06 | 19.2 | — | — | 0.395 | — | — | — | |
| SCGANSeg=false, Category=GAN2024.02 | 20.8 | 75.5 | — | 0 | — | — | — | |
| BBDMTask=SIS, Sampler=BBDM-2002024.05 | 21.4 | — | — | 0.37 | — | — | — | |
| BBDMSteps=2002025.06 | 21.4 | — | — | 0.37 | — | — | — | |
| INADESeg=false, Category=GAN2024.02 | 21.5 | 74.1 | — | 0.415 | — | — | — | |
| LDMSeg=false, Category=DM2024.02 | 21.5 | 74.6 | — | 0.315 | — | — | — | |
| INADE2021.03 | 22.55 | 74.08 | 94.31 | 0.365 | — | — | — | |
| ControlNetSteps=202025.06 | 24 | — | — | 0.528 | — | — | — | |
| SEAN2021.03 | 24.3 | 75.94 | 95.03 | 0 | — | — | — | |
| GroupDNetSeg=false, Category=GAN2024.02 | 25.9 | 76.1 | — | 0.365 | — | — | — | |
| DAGANSeg=false, Category=GAN2024.02 | 29.1 | 76.6 | — | 0 | — | — | — | |
| SPADESeg=false, Category=GAN2024.02 | 29.2 | 75.2 | — | 0 | — | — | — | |
| GroupDNet2021.03 | 29.39 | 76.13 | 95.21 | 0.309 | — | — | — | |
| CLADESeg=false, Category=GAN2024.02 | 30.6 | 75.4 | — | 0 | — | — | — | |
| SPADE2021.03 | 31.4 | 75.22 | 94.76 | 0 | — | — | — | |
| SemFlowTask=SIS, Sampler=Euler-252024.05 | 32.6 | — | — | 0.393 | — | — | — | |
| SemFlowSteps=252025.06 | 32.6 | — | — | 0.393 | — | — | — | |
| CLADE2021.03 | 33.54 | 75.37 | 95.05 | 0 | — | — | — | |
| BicycleGAN2021.03 | 35.73 | 65.98 | 89.77 | 0.362 | — | — | — | |
| pix2pixHD2021.03 | 36.95 | 76.11 | 95.67 | 0 | — | — | — | |
| pix2pixHDSeg=false, Category=GAN2024.02 | 38.5 | 76.1 | — | 0 | — | — | — | |
| SPADETask=SIS2024.05 | 42.2 | — | — | 0.487 | — | — | — | |
| SPADESteps=12025.06 | 42.2 | — | — | 0.487 | — | — | — | |
| DSCGAN2021.03 | 52.83 | 75.98 | 95.08 | 0.198 | — | — | — | |
| pix2pixHDTask=SIS2024.05 | 54.7 | — | — | 0.529 | — | — | — | |
| pix2pixHDSteps=12025.06 | 54.7 | — | — | 0.529 | — | — | — | |
| 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 | — | — | — | — | 67.32 | 42.15 | 0.022 | |
| 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 | — | — | — | — | 145.29 | 225.53 | 0.09 | |
| INADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 85.12 | 42.18 | 0.03 | |
| pix2pixHDEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 182.47 | 72.17 | 0.023 | |
| SEANEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 266.9 | 346.27 | 0.165 | |
| SPADEEvaluation Device=Titan XP, Inference Scope=generator networks only2021.03 | — | — | — | — | 92.54 | 141.32 | 0.035 |