敵対的サンプルの検知

Detecting Adversarial Image Examples in Deep Networks with Adaptive Noise Reduction

Authors: Bin Liang, Hongcheng Li, Miaoqiang Su, Xirong Li, Wenchang Shi, Xiaofeng Wang | Published: 2017-05-23 | Updated: 2019-01-09
FDI攻撃検出手法
敵対的サンプルの検知
防御手法の効果分析

Universal Adversarial Perturbations Against Semantic Image Segmentation

Authors: Jan Hendrik Metzen, Mummadi Chaithanya Kumar, Thomas Brox, Volker Fischer | Published: 2017-04-19 | Updated: 2017-07-31
セマンティックセグメンテーション攻撃
モデルの頑健性保証
敵対的サンプルの検知

The Space of Transferable Adversarial Examples

Authors: Florian Tramèr, Nicolas Papernot, Ian Goodfellow, Dan Boneh, Patrick McDaniel | Published: 2017-04-11 | Updated: 2017-05-23
モデルの堅牢性
攻撃検出
敵対的サンプルの検知