Generative Modeling on CIFAR-10 posterior sampling
9.289FIDSame class
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Same classGAN Prior=StyleGAN, Class=Truck2025.09 | 9.289 | — | |
| Same classGAN Prior=SN-GAN, Class=Car2025.09 | 10.371 | — | |
| Same classGAN Prior=SN-GAN, Class=Horse2025.09 | 12.876 | — | |
| Same classGAN Prior=StyleGAN, Class=Horse2025.09 | 12.876 | — | |
| Same classGAN Prior=SN-GAN, Class=Dog2025.09 | 15.034 | — | |
| Same classGAN Prior=SN-GAN, Class=Cat2025.09 | 17.95 | — | |
| Outsourced SBGAN Prior=SN-GAN, Class=Car2025.09 | 22.312 | -6.737 | |
| LangevinGAN Prior=SN-GAN, Class=Car2025.09 | 25.296 | — | |
| LangevinGAN Prior=SN-GAN, Class=Horse2025.09 | 27.601 | — | |
| Rejection samplingGAN Prior=SN-GAN, Class=Car2025.09 | 31.334 | — | |
| Outsourced SBGAN Prior=SN-GAN, Class=Horse2025.09 | 33.021 | -5.961 | |
| LangevinGAN Prior=SN-GAN, Class=Cat2025.09 | 33.619 | — | |
| Rejection samplingGAN Prior=SN-GAN, Class=Horse2025.09 | 35.019 | — | |
| Outsourced SBGAN Prior=SN-GAN, Class=Dog2025.09 | 37.287 | -6.087 | |
| LangevinGAN Prior=SN-GAN, Class=Dog2025.09 | 37.665 | — | |
| Outsourced SBGAN Prior=SN-GAN, Class=Cat2025.09 | 40.489 | -9.356 | |
| Rejection samplingGAN Prior=SN-GAN, Class=Cat2025.09 | 42.242 | — | |
| Rejection samplingGAN Prior=SN-GAN, Class=Dog2025.09 | 43.691 | — | |
| Outsourced SBGAN Prior=StyleGAN, Class=Truck2025.09 | 55.346 | -6.809 | |
| Outsourced SBGAN Prior=StyleGAN, Class=Horse2025.09 | 58.988 | -21.784 | |
| Diffusion samplerGAN Prior=SN-GAN, Class=Dog2025.09 | 60.512 | — | |
| LangevinGAN Prior=StyleGAN, Class=Truck2025.09 | 68.678 | — | |
| Rejection samplingGAN Prior=StyleGAN, Class=Truck2025.09 | 76.403 | — | |
| Diffusion samplerGAN Prior=SN-GAN, Class=Car2025.09 | 83.94 | — | |
| LangevinGAN Prior=StyleGAN, Class=Horse2025.09 | 85.611 | — | |
| Rejection samplingGAN Prior=StyleGAN, Class=Horse2025.09 | 97.855 | — |