Semantic Image Synthesis on COCO-Stuff
2.14FIDDP-SIMS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DP-SIMSBackbone=ConvNext-L2023.12 | 2.14 | — | — | — | |
| PITI2023.12 | 2.52 | — | — | — | |
| SDM2023.12 | 2.68 | — | — | — | |
| OASIS2023.12 | 3.09 | — | — | — | |
| SymmFlowSteps=252025.06 | 7 | — | — | 0.609 | |
| SCP-DiffSteps=8002025.06 | 11.3 | — | — | — | |
| ECGAN++Seg=true2024.02 | 14.9 | 47.9 | — | — | |
| SCDMSeg=false, Category=DM2024.02 | 15.3 | 38.1 | — | 0.519 | |
| SCDMSteps=2502025.06 | 15.3 | — | — | 0.519 | |
| ECGANSeg=true2024.02 | 15.7 | 46.3 | — | — | |
| PITISeg=false, Category=DM2024.02 | 15.8 | 32.2 | — | 0.489 | |
| SDMSeg=false, Category=DM2024.02 | 15.9 | 34.9 | — | 0.518 | |
| SDMSteps=10002025.06 | 15.9 | — | — | 0.518 | |
| OASIS2022.04 | 17 | 44.1 | — | — | |
| OASIS2022.03 | 17 | 44.1 | — | — | |
| OASISSeg=false, Category=GAN2024.02 | 17 | 44.2 | — | 0.328 | |
| SC-GAN2022.04 | 18.1 | 42 | 72 | — | |
| SC-GAN2022.03 | 18.1 | 42 | 72 | — | |
| SCGANSeg=false, Category=GAN2024.02 | 18.1 | 41.7 | — | 0 | |
| SC-GANSteps=12025.06 | 18.1 | — | — | — | |
| RESAIL2022.04 | 18.3 | 44.7 | 73.1 | — | |
| RESAILSeg=true2024.02 | 18.3 | 44.7 | — | — | |
| CC-FPSE2022.04 | 19.2 | 41.6 | 70.7 | — | |
| CC-FPSE2022.03 | 19.2 | 41.6 | 70.7 | — | |
| CC-FPSESeg=false, Category=GAN2024.02 | 19.2 | 40.8 | — | 0.098 | |
| SPADE2019.03 | 22.6 | 37.4 | 67.9 | — | |
| SPADE2022.04 | 22.6 | 37.4 | 67.9 | — | |
| SPADE2022.03 | 22.6 | 37.4 | 67.9 | — | |
| Ours2022.03 | 24.6 | 43.3 | 73.4 | — | |
| SAFMSeg=true2024.02 | 24.6 | 43.3 | — | — | |
| USISLearning paradigm=Unpaired2023.05 | 28.6 | 13.4 | — | — | |
| CLADESeg=false, Category=GAN2024.02 | 29.2 | 36.9 | — | 0 | |
| SPADESeg=false, Category=GAN2024.02 | 33.9 | 36.9 | — | 0 | |
| SPADESteps=12025.06 | 33.9 | — | — | — | |
| ControlNetSteps=202025.06 | 36.6 | — | — | 0.671 | |
| CRN2019.03 | 70.4 | 23.7 | 40.4 | — | |
| CRN2022.04 | 70.4 | 23.7 | 40.4 | — | |
| CRN2022.03 | 70.4 | 23.7 | 40.4 | — | |
| CUTLearning paradigm=Unpaired2023.05 | 85.6 | 2.21 | — | — | |
| SemFlowSteps=252025.06 | 90 | — | — | 0.685 | |
| DistanceLearning paradigm=Unpaired2023.05 | 92.4 | 0.014 | — | — | |
| GCGANLearning paradigm=Unpaired2023.05 | 99.8 | 0.019 | — | — | |
| CycleGANLearning paradigm=Unpaired2023.05 | 104.7 | 2.08 | — | — | |
| pix2pixHD2019.03 | 111.5 | 14.6 | 45.8 | — | |
| Pix2pixHD2022.04 | 111.5 | 14.6 | 45.7 | — | |
| pix2pixHD2022.03 | 111.5 | 14.6 | 45.7 | — | |
| pix2pixHDSeg=false, Category=GAN2024.02 | 111.5 | 14.6 | — | 0 | |
| pix2pixHDSteps=12025.06 | 111.5 | — | — | — | |
| DRITLearning paradigm=Unpaired2023.05 | 135.5 | 0.008 | — | — |