Image Generation on CIFAR-10 unconditional (test)
2.01FIDEDM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EDMNFE=352024.06 | 2.01 | — | |
| ECMTraining iterations=400k, NFE=22024.06 | 2.11 | — | |
| ECMTraining iterations=200k, NFE=22024.06 | 2.15 | — | |
| Score SDE-deepNFE=20002024.06 | 2.2 | — | |
| ECMTraining iterations=100k, NFE=22024.06 | 2.2 | — | |
| iCT-deepNFE=22024.06 | 2.24 | — | |
| Score SDENFE=20002024.06 | 2.38 | — | |
| iCTNFE=22024.06 | 2.46 | — | |
| EDM (DPM-Solver-v3)NFE=102024.06 | 2.51 | — | |
| iCT-deepNFE=12024.06 | 2.51 | — | |
| iCTNFE=12024.06 | 2.83 | — | |
| iCTNFE=12025.12 | 2.83 | — | |
| SoFlowNFE=12025.12 | 2.86 | — | |
| MeanFlowNFE=12025.12 | 2.92 | — | |
| CD (LPIPS)NFE=22024.06 | 2.93 | — | |
| sCTNFE=12025.12 | 2.97 | — | |
| IMMNFE=12025.12 | 3.2 | — | |
| TRACTNFE=22024.06 | 3.32 | — | |
| CD (LPIPS)NFE=12024.06 | 3.55 | — | |
| ECMTraining iterations=400k, NFE=12024.06 | 3.6 | — | |
| ECTNFE=12025.12 | 3.6 | — | |
| ECMTraining iterations=200k, NFE=12024.06 | 3.86 | — | |
| Diff-InstructNFE=12024.06 | 4.53 | — | |
| ECMTraining iterations=100k, NFE=12024.06 | 4.54 | — | |
| GETNFE=12024.06 | 5.49 | — | |
| StyleGAN2 + ADA*Augmentation=Dynamic2023.03 | 7.01 | — | |
| StyleGAN2 + FSD (R-50)Augmentation=HFlip, Trans, Backbone=ResNet-502023.03 | 7.39 | 10 | |
| FastGAN + FSD (R-18)Augmentation=HFlip, Trans, Backbone=ResNet-182023.03 | 7.8 | 9.65 | |
| PDNFE=12024.06 | 8.34 | — | |
| StyleGAN2 + FSD (R-18)Augmentation=HFlip, Trans, Backbone=ResNet-182023.03 | 8.43 | 9.68 | |
| FastGAN + Proj-GAN (R-18)Augmentation=HFlip, Trans, Backbone=ResNet-182023.03 | 8.48 | 9.4 | |
| StyleGAN2 + ContraDAugmentation=SimCLR2023.03 | 9.8 | 9.47 | |
| StyleGAN2 + DiffAugAugmentation=Trans, CutOut2023.03 | 9.89 | 9.4 | |
| StyleGAN2Augmentation=HFlip2023.03 | 11.1 | 9.18 | |
| CR+LT-SNDCGANBackbone=SNDCGAN, Regularization=CR+LT, Setting=Unconditional2020.10 | 17.56 | — | |
| CR-SNDCGANBackbone=SNDCGAN, Regularization=CR, Setting=Unconditional2020.10 | 18.72 | — | |
| LT-SNDCGANBackbone=SNDCGAN, Setting=Unconditional2020.10 | 22.1 | — | |
| SNDCGANBackbone=SNDCGAN, Setting=Unconditional2020.10 | 25.39 | — | |
| FastGANAugmentation=HFlip, Trans2023.03 | 34.5 | 6.52 |