深層学習技術

STC Antispoofing Systems for the ASVspoof2019 Challenge

Authors: Galina Lavrentyeva, Sergey Novoselov, Andzhukaev Tseren, Marina Volkova, Artem Gorlanov, Alexandr Kozlov | Published: 2019-04-11
深層学習技術
特徴抽出手法
音声合成技術

A Target-Agnostic Attack on Deep Models: Exploiting Security Vulnerabilities of Transfer Learning

Authors: Shahbaz Rezaei, Xin Liu | Published: 2019-04-08 | Updated: 2020-01-29
モデル評価手法
敵対的攻撃手法
深層学習技術

Understanding the efficacy, reliability and resiliency of computer vision techniques for malware detection and future research directions

Authors: Li Chen | Published: 2019-04-03
マルウェア検出
将来の研究
深層学習技術

Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks

Authors: Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann | Published: 2019-02-01 | Updated: 2019-03-09
ロバスト性向上
敵対的攻撃
深層学習技術

Exposing Deep Fakes Using Inconsistent Head Poses

Authors: Xin Yang, Yuezun Li, Siwei Lyu | Published: 2018-11-01 | Updated: 2018-11-13
ディープフェイクの検知
メディアフォレンジックス
深層学習技術

Exposing DeepFake Videos By Detecting Face Warping Artifacts

Authors: Yuezun Li, Siwei Lyu | Published: 2018-11-01 | Updated: 2019-05-22
データ拡張手法
ディープフェイクの検知
深層学習技術

Adversarial Distillation of Bayesian Neural Network Posteriors

Authors: Kuan-Chieh Wang, Paul Vicol, James Lucas, Li Gu, Roger Grosse, Richard Zemel | Published: 2018-06-27
モデルの頑健性保証
敵対的サンプル
深層学習技術

Effect of Hyper-Parameter Optimization on the Deep Learning Model Proposed for Distributed Attack Detection in Internet of Things Environment

Authors: Md Mohaimenuzzaman, Zahraa Said Abdallah, Joarder Kamruzzaman, Bala Srinivasan | Published: 2018-06-19
サイバーセキュリティ
深層学習技術

Image classification and retrieval with random depthwise signed convolutional neural networks

Authors: Yunzhe Xue, Usman Roshan | Published: 2018-06-15 | Updated: 2019-03-15
深層学習技術
画像分類手法

Hardware Trojan Attacks on Neural Networks

Authors: Joseph Clements, Yingjie Lao | Published: 2018-06-14
トリガーの検知
敵対的サンプル
深層学習技術