Age And Gender Classification

15 papers with code • 2 benchmarks • 5 datasets

Age and gender classification is a dual-task of identifying the age and gender of a person from an image or video.

( Image credit: Multi-Expert Gender Classification on Age Group by Integrating Deep Neural Networks )

Most implemented papers

Rank consistent ordinal regression for neural networks with application to age estimation

Raschka-research-group/coral-cnn 20 Jan 2019

In many real-world prediction tasks, class labels include information about the relative ordering between labels, which is not captured by commonly-used loss functions such as multi-category cross-entropy.

Age and Gender Classification using Convolutional Neural Networks

dpressel/rude-carnie 2015 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) 2015

Automatic age and gender classification has become relevant to an increasing amount of applications, particularly since the rise of social platforms and social media.

Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning

ivclab/PAE Proceedings of the 2019 on International Conference on Multimedia Retrieval 2019

Simultaneously running multiple modules is a key requirement for a smart multimedia system for facial applications including face recognition, facial expression understanding, and gender identification.

Quantifying Facial Age by Posterior of Age Comparisons

zyx2012/Age_estimation_BMVC2017 31 Aug 2017

We introduce a novel approach for annotating large quantity of in-the-wild facial images with high-quality posterior age distribution as labels.

A Fusion-based Gender Recognition Method Using Facial Images

bghojogh/Face-Gender-Recognition-Fusion 17 Nov 2017

This paper proposes a fusion-based gender recognition method which uses facial images as input.

Joint Estimation of Age and Gender from Unconstrained Face Images using Lightweight Multi-task CNN for Mobile Applications

ivclab/agegenderLMTCNN 6 Jun 2018

Automatic age and gender classification based on unconstrained images has become essential techniques on mobile devices.

Multimodal Age and Gender Classification Using Ear and Profile Face Images

iremeyiokur/multipie_extended_ear_dataset 23 Jul 2019

Experimental results indicated that profile face images contain a rich source of information for age and gender classification.

Compacting, Picking and Growing for Unforgetting Continual Learning

ivclab/CPG NeurIPS 2019

First, it can avoid forgetting (i. e., learn new tasks while remembering all previous tasks).

Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression

Li-Wanhua/POEs CVPR 2021

An ordinal distribution constraint is proposed to exploit the ordinal nature of regression.

Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics

charan223/FairDeepLearning 8 Jun 2021

With the recent expanding attention of machine learning researchers and practitioners to fairness, there is a void of a common framework to analyze and compare the capabilities of proposed models in deep representation learning.