Deep learning for biological age estimation

S Ashiqur Rahman, P Giacobbi, L Pyles… - Briefings in …, 2021 - academic.oup.com
… The latest advances in deep learningdeep learning in biological age estimation. We
consider the current data modalities that have been used to study aging and the deep learning

Automatic age estimation based on deep learning algorithm

Y Dong, Y Liu, S Lian - Neurocomputing, 2016 - Elsevier
… a novel age estimation method based on Deep ConvNets. We train Deep ConvNets to get
high… In this paper, we propose a face age estimation framework based on Deep Convolutional …

Age estimation using deep learning

S Zaghbani, N Boujneh, MS Bouhlel - Computers & Electrical Engineering, 2018 - Elsevier
… methods to estimate age. In this work, we present a novel method for age estimation from a
… Autoencoder is an artificial neural network used for unsupervised learning of efficient coding…

Diagnosing deep learning models for high accuracy age estimation from a single image

J Xing, K Li, W Hu, C Yuan, H Ling - Pattern Recognition, 2017 - Elsevier
… of deep learning models for the age estimation problem are still not fully explored, which
motivates us to perform a comprehensive diagnosis of the deep age estimation model to dig out …

Deep learning for brain age estimation: A systematic review

M Tanveer, MA Ganaie, I Beheshti, T Goel, N Ahmad… - Information …, 2023 - Elsevier
… We categorize existing brain age estimation models based on the deep learning architectures
used for the estimation. Moreover, we further classify such models depending on whether …

Age estimation from faces using deep learning: A comparative analysis

A Othmani, AR Taleb, H Abdelkawy, A Hadid - Computer Vision and Image …, 2020 - Elsevier
… Shallow age estimator: the age estimator learns from the ageing patterns how to predict the
age. It can … The shallow age estimator gets a big error as in a deep age estimator under facial …

DeepAge: Deep Learning of face-based age estimation

O Sendik, Y Keller - Signal Processing: Image Communication, 2019 - Elsevier
… for age estimation based on face images, consisting of a CNN-based representation learning
trained for face recognition and age … This allows to overcome the lack of large-scale age

A deep analysis on age estimation

I Huerta, C Fernández, C Segura, J Hernando… - Pattern Recognition …, 2015 - Elsevier
… neural networks for age estimation. As mentioned above, we first conduct thorough evaluation
of deep learning for age estimation. Deep learning has been proposed in the past and …

Deeply-learned feature for age estimation

X Wang, R Guo, C Kambhamettu - 2015 IEEE Winter …, 2015 - ieeexplore.ieee.org
deep learning techniques for age estimation based on the convolutional neural network (CNN).
A new framework for age feature extraction based on the deep learning … our estimation

Apparent age estimation from face images combining general and children-specialized deep learning models

G Antipov, M Baccouche, SA Berrani… - Proceedings of the …, 2016 - cv-foundation.org
estimation using the relatively small competition dataset. We show that the precise age
estimation … ” VGG-16 network for apparent age estimation of children between 0 and 12 years old …