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README_gen.md

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Details for Generating Images

cifar10-stf-1m.npz: Generated by the checkpoint provided by the official repo of STF.

cifar100-stf-1m.npz: Generated by the checkpoint trained on CIFAR-100 with configurations consistent with CIFAR-10 training settings.

cifar10-edm-1m.npz is provided by the repo DM-Improves-AT.

cifar10-5k-train.npz: For each class in CIFAR-10, 500 random images were sampled to construct a dataset of 1/10 the size of CIFAR-10, resulting in a total of 5000 images for data-scarce scenarios.

cifar10-5k-500k-stf.npz: Generated by the checkpoint trained on, with configurations consistent with CIFAR-10 training settings.

Quality of Generative Models

Train Dataset Generative Model Generated dataset FID
CIFAR-10 STF cifar10-stf-1m.npz 1.94
CIFAR-10 EDM cifar10-edm-1m.npz 1.96
1/10 size of CIFAR-10 STF cifar10-5k-500k-stf.npz 18.27
CIFAR-100 STF cifar100-stf-1m.npz 3.14