Adversarial ML Digest

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Dodging Attack Using Carefully Crafted Natural Makeup One of the areas of application of deep learning face recognition models is surveillance systems in public places, which require face identification. Physical ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Generative Network of Opponents (GAN) are highly developed and are often used to create highly realistic photographs that can be used, ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Physical Adversarial Attacks on an Aerial Imagery Object Detector Deep neural networks (DNNs) provide significant assistance in processing of aerial imagery taken with the help of earth-observing satellite platforms. However, since ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security AdvDrop: Adversarial Attack to DNNs by Dropping Information While the human eye can recognize objects without high detail, for example, in cartoons, for DNNs this task is still a problem. ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Turning Your Strength against You: Detecting and Mitigating Robust and Universal Adversarial Patch Attack Adversarial patch attack against image classification deep neural networks (DNNs) as within such attacks a malefactor ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Poison Ink: Robust and Invisible Backdoor Attack Confirmed that deep neural networks are vulnerable to different types of attacks; among them, backdoor attacks are of the greatest interest to researchers, ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Learning to Adversarially Blur Visual Object Tracking Visual object tracking can be greatly complicated by moving of the object or camera which causes so-called motion blur. In this paper, researchers ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Examining the Human Perceptibility of Black-Box Adversarial Attacks on Face Recognition Today, a huge number of images of human faces are stored on the Internet, especially in social networks. At ...

The Adversa team makes for you a weekly selection of the best research in the field of artificial intelligence security Adversarial Attacks on Multi-task Visual Perception for Autonomous Driving Over the past few years, deep neural networks (DNNs) have demonstrated impressive results in a variety of tasks, including those related ...