Conditional Image Generation on CIFAR-10 class-conditional
1.3FIDDDO
Evaluation Results
| Method | Links | |
|---|---|---|
| DDONumber of Parameters=56M, NFE=35, applied_to=EDM2025.03 | 1.3 | |
| Uni-Instruct w. FKL (longer training)Family=One Step, NFE=12025.05 | 1.38 | |
| SiD2ANumber of Parameters=56M, NFE=12025.03 | 1.4 | |
| SiD^2 AFamily=One Step, NFE=12025.05 | 1.4 | |
| Uni-Instruct w. JKL (from scratch)Family=One Step, NFE=12025.05 | 1.42 | |
| Uni-Instruct w. FKL (from scratch)Family=One Step, NFE=12025.05 | 1.43 | |
| SiDAFamily=One Step, NFE=12025.05 | 1.44 | |
| Uni-Instruct w. RKL (from scratch)Family=One Step, NFE=12025.05 | 1.44 | |
| EDM + DGNumber of Parameters=107M, NFE=532025.03 | 1.64 | |
| SiDFamily=One Step, NFE=12025.05 | 1.71 | |
| CTMNumber of Parameters=59M, NFE=12025.03 | 1.73 | |
| CTMFamily=One Step, NFE=12025.05 | 1.73 | |
| EDMNumber of Parameters=56M, NFE=352025.03 | 1.79 | |
| VP-EDMFamily=Teacher, NFE=352025.05 | 1.79 | |
| EDM (retested)Number of Parameters=56M, NFE=352025.03 | 1.85 | |
| f-distillFamily=One Step, NFE=12025.05 | 1.92 | |
| SIMFamily=One Step, NFE=12025.05 | 1.96 | |
| StyleGAN2-ADANumber of Parameters=20M, NFE=12025.03 | 2.42 | |
| Bit DiffusionState space=Continuous, Pixel representation=UINT82022.08 | 2.72 | |
| iDDPMFamily=Diffusion, NFE=40002025.05 | 2.9 | |
| Bit DiffusionState space=Continuous, Pixel representation=GRAY CODE2022.08 | 2.94 | |
| DDPM (reproduction)State space=Continuous, Pixel representation=Continuous2022.08 | 2.95 | |
| DDPMFamily=Diffusion, NFE=10002025.05 | 3.17 | |
| Diff-InstructFamily=One Step, NFE=12025.05 | 4.19 | |
| Bit DiffusionState space=Continuous, Pixel representation=UINT8 (RAND)2022.08 | 6.43 | |
| CR-BigGAN*Noise truncation=false, Consistency regularization=true2019.10 | 11.48 | |
| BigGANNoise truncation=false2019.10 | 14.73 | |
| SNGANNoise truncation=false2019.10 | 17.5 | |
| BigGAN*Noise truncation=false, Implementation=Kurach et al. (2019)2019.10 | 20.42 |