├── LICENSE ├── README.md ├── config └── CIFAR10.txt ├── diffusion.py ├── eval.sh ├── main.py ├── mia_evals ├── dataset_utils.py ├── measures │ ├── MMD.py │ ├── PSNR.py │ └── ssim.py ├── member_splits │ ├── CIFAR100_train_ratio0.5.npz │ ├── CIFAR10_train_ratio0.5.npz │ ├── STL10_Unlabeled_train_ratio0.5.npz │ └── TINY-IN_train_ratio0.5.npz ├── resnet.py └── secmia.py ├── model.py ├── requirements.txt ├── score ├── both.py ├── fid.py ├── inception.py └── inception_score.py ├── stats └── cifar10.train.npz └── train.sh /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/README.md -------------------------------------------------------------------------------- /config/CIFAR10.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/config/CIFAR10.txt -------------------------------------------------------------------------------- /diffusion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/diffusion.py -------------------------------------------------------------------------------- /eval.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/eval.sh -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/main.py -------------------------------------------------------------------------------- /mia_evals/dataset_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/dataset_utils.py -------------------------------------------------------------------------------- /mia_evals/measures/MMD.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /mia_evals/measures/PSNR.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /mia_evals/measures/ssim.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/measures/ssim.py -------------------------------------------------------------------------------- /mia_evals/member_splits/CIFAR100_train_ratio0.5.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/member_splits/CIFAR100_train_ratio0.5.npz -------------------------------------------------------------------------------- /mia_evals/member_splits/CIFAR10_train_ratio0.5.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/member_splits/CIFAR10_train_ratio0.5.npz -------------------------------------------------------------------------------- /mia_evals/member_splits/STL10_Unlabeled_train_ratio0.5.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/member_splits/STL10_Unlabeled_train_ratio0.5.npz -------------------------------------------------------------------------------- /mia_evals/member_splits/TINY-IN_train_ratio0.5.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/member_splits/TINY-IN_train_ratio0.5.npz -------------------------------------------------------------------------------- /mia_evals/resnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/resnet.py -------------------------------------------------------------------------------- /mia_evals/secmia.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/mia_evals/secmia.py -------------------------------------------------------------------------------- /model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/model.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/requirements.txt -------------------------------------------------------------------------------- /score/both.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/score/both.py -------------------------------------------------------------------------------- /score/fid.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/score/fid.py -------------------------------------------------------------------------------- /score/inception.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/score/inception.py -------------------------------------------------------------------------------- /score/inception_score.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/score/inception_score.py -------------------------------------------------------------------------------- /stats/cifar10.train.npz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/stats/cifar10.train.npz -------------------------------------------------------------------------------- /train.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jinhaoduan/SecMI/HEAD/train.sh --------------------------------------------------------------------------------