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ResearchFormerly WizWand

Generative Modeling on CIFAR-10 posterior sampling

9.289FIDSame class
5.7463629.6591853.57277.48482Sep 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Same classGAN Prior=StyleGAN, Class=Truck2025.099.289—
Same classGAN Prior=SN-GAN, Class=Car2025.0910.371—
Same classGAN Prior=SN-GAN, Class=Horse2025.0912.876—
Same classGAN Prior=StyleGAN, Class=Horse2025.0912.876—
Same classGAN Prior=SN-GAN, Class=Dog2025.0915.034—
Same classGAN Prior=SN-GAN, Class=Cat2025.0917.95—
Outsourced SBGAN Prior=SN-GAN, Class=Car2025.0922.312-6.737
LangevinGAN Prior=SN-GAN, Class=Car2025.0925.296—
LangevinGAN Prior=SN-GAN, Class=Horse2025.0927.601—
Rejection samplingGAN Prior=SN-GAN, Class=Car2025.0931.334—
Outsourced SBGAN Prior=SN-GAN, Class=Horse2025.0933.021-5.961
LangevinGAN Prior=SN-GAN, Class=Cat2025.0933.619—
Rejection samplingGAN Prior=SN-GAN, Class=Horse2025.0935.019—
Outsourced SBGAN Prior=SN-GAN, Class=Dog2025.0937.287-6.087
LangevinGAN Prior=SN-GAN, Class=Dog2025.0937.665—
Outsourced SBGAN Prior=SN-GAN, Class=Cat2025.0940.489-9.356
Rejection samplingGAN Prior=SN-GAN, Class=Cat2025.0942.242—
Rejection samplingGAN Prior=SN-GAN, Class=Dog2025.0943.691—
Outsourced SBGAN Prior=StyleGAN, Class=Truck2025.0955.346-6.809
Outsourced SBGAN Prior=StyleGAN, Class=Horse2025.0958.988-21.784
Diffusion samplerGAN Prior=SN-GAN, Class=Dog2025.0960.512—
LangevinGAN Prior=StyleGAN, Class=Truck2025.0968.678—
Rejection samplingGAN Prior=StyleGAN, Class=Truck2025.0976.403—
Diffusion samplerGAN Prior=SN-GAN, Class=Car2025.0983.94—
LangevinGAN Prior=StyleGAN, Class=Horse2025.0985.611—
Rejection samplingGAN Prior=StyleGAN, Class=Horse2025.0997.855—