MIRROR: Model Inversion for Deep Learning Network with High Fidelity (NDSS 2022)

This repository contains more results of our model inversion approach. Please check our paper and appendix for details. Please visit njuaplusplus/mirror for our implementation.

Motivation Example

More Inversion Result

• VGGFACE
  • VGG16
  • VGG16BN
• VGGFACE2
  • ResNet50
  • Inception Resnet (V1)
• CASIA
  • Inception Resnet (V1)
  • SphereFace

Human Study Samples

Randomly selected 50 labels for each model from the above inverted results.

• VGGFACE
  • VGG16
  • VGG16BN
• VGGFACE2
  • ResNet50
  • Inception Resnet (V1)
• CASIA
  • Inception Resnet (V1)
  • SphereFace