Deep Learning

AdvHat: Real-World Adversarial Attack on ArcFace Face ID System
A practical approach to generate forehand printed patch to fool the best FaceID system - Arcface - in real world.
Stepan Komkov, Aleksandr Petiushko Александр Петюшко
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AdvHat: Real-World Adversarial Attack on ArcFace Face ID System
Robustness Threats of Differential Privacy
Surprising empirical observation showing how Differential Privacy hurts Adversarial Robustness.
Nurislam Tursynbek, Aleksandr Petiushko Александр Петюшко, Ivan Oseledets
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Robustness Threats of Differential Privacy
Artificial Intelligence: Problems and Prospects
Fireside chat of the Mathematical Theory of Intelligent Systems chair about the Artificial Intelligence.
Valery Kudryavtsev, Vadim Kozlov, Aleksandr Ryzhov, Ivan Mazurenko, Grigory Bokov, Aleksandr Petiushko Александр Петюшко
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Artificial Intelligence: Problems and Prospects
Black-Box Face Recovery from Identity Features
Reconstruction of face using only similarity and norm of the embedding of a blac-box FaceID system.
Anton Razzhigaev, Klim Kireev, Edgar Kaziakhmedov, Nurislam Tursynbek, Aleksandr Petiushko Александр Петюшко
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Black-Box Face Recovery from Identity Features
On Adversarial Patches: Real-World Attack on ArcFace-100 Face Recognition System
Two versions of a real-world adversarial attack (nose patch and adversarial glasses) for a top FaceID system - Arcface.
Mikhail Pautov, Grigorii Melnikov, Edgar Kaziakhmedov, Klim Kireev, Aleksandr Petiushko Александр Петюшко
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On Adversarial Patches: Real-World Attack on ArcFace-100 Face Recognition System
Real-world Attack on MTCNN Face Detection System
Two versions of a real-world adversarial attack (cheek’s patches and medicine mask) for a very efficient MTCNN face detector.
Edgar Kaziakhmedov, Klim Kireev, Grigorii Melnikov, Mikhail Pautov, Aleksandr Petiushko Александр Петюшко
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Real-world Attack on MTCNN Face Detection System
Deep Learning methods for Computer Vision (updated)
Overview of advances in Computer Vision obtained by Deep Learning methods.
Apr 16, 2019 12:00 AM Lomonosov MSU, Career Day
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Deep Learning methods for Computer Vision (updated)
Deep Learning methods for Computer Vision
Overview of advances in Computer Vision and presentation of new ML and Computer Vision courses.
Nov 23, 2018 12:00 AM Lomonosov MSU, ML Course Intro
Aleksandr Petiushko Александр Петюшко, Ilya Ivanov
Slides Video In Russian
Deep Learning methods for Computer Vision
Neural Nets recent success and introduction to FaceID
Overview of advances in Neural Nests, Deep Learning, and Introduction to FaceID.
Mar 20, 2018 12:00 AM Lomonosov MSU, MM Faculty Lecture
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Neural Nets recent success and introduction to FaceID
Neural Nets recent success
Overview of advances in Neural Nests and Deep Learning.
Mar 17, 2017 12:00 AM Lomonosov MSU, MM Faculty Lecture
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Neural Nets recent success