Image Synthesis on CIFAR-10
1.97FIDEDM
Evaluation Results
| Method | Links | |
|---|---|---|
| EDMType=Uncondition, #Param=56M2023.10 | 1.97 | |
| NCSN++2023.03 | 2.2 | |
| DDPM++ cont.Type=Uncondition, #Param=62M2023.10 | 2.55 | |
| IDDPMType=Uncondition, #Param=53M2023.10 | 2.9 | |
| StyleGAN2-ADA2023.03 | 2.92 | |
| UViT-S/2Type=Uncondition, #Param=44M, Scaling=CS2023.10 | 2.98 | |
| UViT-S/2Type=Uncondition, #Param=44M, Scaling=LS2023.10 | 3.01 | |
| UNetType=Uncondition, #Param=36M, Scaling=CS2023.10 | 3.05 | |
| UNetType=Uncondition, #Param=36M, Scaling=LS2023.10 | 3.07 | |
| UViT-S/2Type=Uncondition, #Param=44M2023.10 | 3.11 | |
| UViT-S/2Type=Uncondition, #Param=44M, Scaling=1/√2-CS2023.10 | 3.11 | |
| UNetType=Uncondition, #Param=36M, Scaling=1/√2-CS2023.10 | 3.14 | |
| DDPM2023.03 | 3.17 | |
| UNetType=Uncondition, #Param=36M2023.10 | 3.17 | |
| ADAPT_strictArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 7.9 | |
| SDST-Balance-SETArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 8.01 | |
| SDST-Strong-SETArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 8.01 | |
| SDST-Balance-RigLArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 8.03 | |
| SDST-Strong-RigLArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 8.03 | |
| Dense BaselineArchitecture=BigGAN, Generator density=100%, Discriminator density=100%2023.02 | 8.11 | |
| SDST-Strong-RigLArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 8.35 | |
| ADAPT_strictArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 8.44 | |
| STATIC-BalanceArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 8.47 | |
| STATIC-StrongArchitecture=BigGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 8.47 | |
| SDST-Strong-SETArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 8.61 | |
| ADAPT_strictArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 8.64 | |
| SDST-Balance-RigLArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 8.86 | |
| SDST-Balance-SETArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 9.13 | |
| SDST-Strong-RigLArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 9.17 | |
| ADAPT_strictArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 9.29 | |
| SDST-Strong-SETArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 9.39 | |
| SDST-Balance-RigLArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 9.42 | |
| SDST-Balance-SETArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 9.87 | |
| SDST-Strong-RigLArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 10.11 | |
| STATIC-BalanceArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 10.33 | |
| Dense BaselineArchitecture=SNGAN, Generator density=100%, Discriminator density=100%2023.02 | 10.74 | |
| STATIC-StrongArchitecture=BigGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 10.84 | |
| NCSNv22023.03 | 10.87 | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 11.79 | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 11.79 | |
| SDST-Strong-SETArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 11.85 | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 11.98 | |
| ADAPT_strictArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 12.11 | |
| ADAPT_strictArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 12.2 | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 12.28 | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 12.28 | |
| SDST-Balance-SETArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 12.41 | |
| SDST-Balance-RigLArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 12.45 | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 12.58 | |
| STATIC-StrongArchitecture=SNGAN, Generator density=50%, Discriminator density constraint=< 50%2023.02 | 12.58 | |
| ADAPT_strictArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 12.73 | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 12.75 | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 12.75 | |
| STATIC-BalanceArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 12.81 | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 12.93 | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 13.21 | |
| STATIC-StrongArchitecture=BigGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 13.43 | |
| STATIC-StrongArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 13.48 | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 14 | |
| ADAPT_strictArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 14.53 | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=30%, Discriminator density constraint=< 50%2023.02 | 15.05 | |
| SDST-Strong-RigLArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 15.19 | |
| SDST-Strong-SETArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 15.68 | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 16.36 | |
| STATIC-StrongArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 16.69 | |
| STATIC-BalanceArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 16.98 | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 17.79 | |
| NK-CAGenerated dataset size=50000, Number of independent runs=52023.03 | 18.27 | |
| STATIC-StrongArchitecture=BigGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 18.91 | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=20%, Discriminator density constraint=< 50%2023.02 | 19.04 | |
| GenViTType=Uncondition, #Param=11M2023.10 | 20.2 | |
| STATIC-StrongArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 21.73 | |
| NCSN2023.03 | 25.32 | |
| SDST-Balance-SETArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 26.23 | |
| STATIC-BalanceArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 26.75 | |
| SDST-Balance-RigLArchitecture=SNGAN, Generator density=10%, Discriminator density constraint=< 50%2023.02 | 27.06 | |
| DenseFlow2023.03 | 34.9 | |
| EBM2023.03 | 38.2 | |
| PixelIQN2023.03 | 49.46 |