Will your doorbell camera still recognize you as you grow old?

Yao, W., Farooq, M. A., Lemley, J., & Corcoran, P. (2023, August 2). Will your doorbell camera still recognize you as you grow old?. Irish Machine Vision and Image Processing Conference 2023 (IMVIP2023), University of Galway, Ireland. https://doi.org/10.5281/zenodo.8208368

Abstract

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 performance of facial authentication methods. Two public age datasets, AgeDB and Morph-II have been used as baselines in this work. A photo-realistic age transformation method has been employed to augment a set of high-quality facial images with various age effects. Then the effect of these synthetic aging data on the high-performance deep-learning-based face recognition model is quantified by using various metrics including Receiver Operating Characteristic (ROC) curves and match score distributions. Experimental results demonstrate that long-term age effects are still a significant challenge for the state-of-the-art facial authentication method.

Funder

Irish Research Council
Xperi Corporation, Ireland
Enterprise Ireland

Publisher

Irish Machine Vision and Image Processing Conference

Rights

CC BY

cb

Collections

Electrical and Electronic Engineering (Conference Papers)