8 citations · 8 across the 1 of their papers we have counts for
4 papers · 1 filter
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models
Pouya Samangouei, Maya Kabkab, Rama Chellappa
In recent years, deep neural network approaches have been widely adopted for machine learning tasks, including classification. However, they were shown to be vulnerable to adversar…
Face-MagNet: Magnifying Feature Maps to Detect Small Faces
Pouya Samangouei, Mahyar Najibi, Larry Davis +1
In this paper, we introduce the Face Magnifier Network (Face-MageNet), a face detector based on the Faster-RCNN framework which enables the flow of discriminative information of sm…
SSH: Single Stage Headless Face Detector
Mahyar Najibi, Pouya Samangouei, Rama Chellappa +1
We introduce the Single Stage Headless (SSH) face detector. Unlike two stage proposal-classification detectors, SSH detects faces in a single stage directly from the early convolut…
Convolutional Neural Networks for Attribute-based Active Authentication on Mobile Devices
Pouya Samangouei, Rama Chellappa
We present a Deep Convolutional Neural Network (DCNN) architecture for the task of continuous authentication on mobile devices. To deal with the limited resources of these devices,…