A study on the effect of ageing in facial authentication and the utility of data augmentation to reduce performance bias across age groups

W Yao, MA Farooq, J Lemley, P Corcoran - IEEE Access, 2023 - ieeexplore.ieee.org
This work presents a study on the effects of aging on the performance and reliability of facial
authentication methods. First, a brief review of the literature on the effect of age on face …

GAN-Based Federated Adversarial Learning for Enhancing Security Towards Consumer Digital Ecosystems

A Murmu, P Kumar, S Namasudra… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
Federated Adversarial Learning (FAL) maintains the decentralization of adversarial training
for data-driven innovations while allowing the collaborative training of a common model to …

Vulnerability of Open-Source Face Recognition Systems to Blackbox Attacks: A Case Study with InsightFace

N Sadman, KA Hasan, E Rashno… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
This paper presents a comprehensive analysis of the security aspects of the InsightFace
project (a popular open-source face recognition system) focusing on its susceptibility to …

[PDF][PDF] M2FRED Analysis Using MobileNet and Siamese Neural Network

R Annisa, B Soewito - Journal of Advances in Information …, 2023 - researchgate.net
Mobile face recognition has become increasingly important, especially during the COVID-19
pandemic when the use of masks has become ubiquitous. The area that can be analyzed for …

Will your Doorbell Camera still recognize you as you grow old

W Yao, MA Farooq, J Lemley, P Corcoran - arXiv preprint arXiv …, 2023 - arxiv.org
Robust authentication for low-power consumer devices such as doorbell cameras poses a
valuable and unique challenge. This work explores the effect of age and aging on the …

Data Center Audio/Video Intelligence on Device (DAVID)-An Edge-AI Platform for Smart-Toys

G Cosache, F Salgado, R Jain… - 2023 International …, 2023 - ieeexplore.ieee.org
An overview is given of the DAVID Smart-Toy platform, one of the first Edge-AI platform
designs to incorporate advanced low-power data processing by neural inference models co …

Human face orientation based on MobileNetV2 Architecture-Enhanced Convolutional Neural Network

M Flores-Calero, N Betancourt… - … on Automation/XXVI …, 2024 - ieeexplore.ieee.org
This document details the implementation of software specialized in determining the
orientation of the human face in color images. To achieve this, the deep learning …

[PDF][PDF] VLSI DESIGN OF LOW-POWER EDGE AI PROCESSORS FOR IOT DEVICES

A Mohamedyaseen, A Vasantharaj, ES Kumar - ictactjournals.in
A new era of linked devices has been brought about by the Internet of Things (IoT)
revolution, and these devices heavily rely on AI to enable their increased functioning. There …