About

Age Estimation is the task of estimating the age of a person from an image.

( Image credit: BridgeNet )

Benchmarks

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Datasets

Greatest papers with code

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

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

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 AGE ESTIMATION GENDER PREDICTION

An All-In-One Convolutional Neural Network for Face Analysis

3 Nov 2016senguptaumd/SfSNet

The proposed method employs a multi-task learning framework that regularizes the shared parameters of CNN and builds a synergy among different domains and tasks.

AGE ESTIMATION FACE ALIGNMENT FACE DETECTION FACE RECOGNITION FACE VERIFICATION MULTI-TASK LEARNING POSE ESTIMATION

C3AE: Exploring the Limits of Compact Model for Age Estimation

CVPR 2019 StevenBanama/C3AE

Recently, MobileNets and ShuffleNets have been proposed to reduce the number of parameters, yielding lightweight models.

AGE ESTIMATION

Facial age estimation by deep residual decision making

28 Aug 2019Nicholasli1995/VisualizingNDF

Residual representation learning simplifies the optimization problem of learning complex functions and has been widely used by traditional convolutional neural networks.

AGE ESTIMATION DECISION MAKING REPRESENTATION LEARNING

Deep Label Distribution Learning with Label Ambiguity

6 Nov 2016gaobb/DLDL

However, it is difficult to collect sufficient training images with precise labels in some domains such as apparent age estimation, head pose estimation, multi-label classification and semantic segmentation.

AGE ESTIMATION HEAD POSE ESTIMATION MULTI-LABEL CLASSIFICATION SEMANTIC SEGMENTATION

Deep Regression Forests for Age Estimation

CVPR 2018 shenwei1231/caffe-DeepRegressionForests

Age estimation from facial images is typically cast as a nonlinear regression problem.

AGE ESTIMATION

SimLoss: Class Similarities in Cross Entropy

6 Mar 2020konstantinkobs/SimLoss

One common loss function in neural network classification tasks is Categorical Cross Entropy (CCE), which punishes all misclassifications equally.

AGE ESTIMATION IMAGE CLASSIFICATION

Order Learning and Its Application to Age Estimation

ICLR 2020 changsukim-ku/order-learning

We propose order learning to determine the order graph of classes, representing ranks or priorities, and classify an object instance into one of the classes.

AGE ESTIMATION

PFA-GAN: Progressive Face Aging with Generative Adversarial Network

7 Dec 2020Hzzone/PFA-GAN

Although impressive results have been achieved with conditional generative adversarial networks (cGANs), the existing cGANs-based methods typically use a single network to learn various aging effects between any two different age groups.

AGE ESTIMATION

Deep Ordinal Regression with Label Diversity

29 Jun 2020axeber01/dold

By discretizing the target into a set of non-overlapping classes, it has been shown that training a classifier can improve neural network accuracy compared to using a standard regression approach.

AGE ESTIMATION HEAD POSE ESTIMATION HISTORICAL COLOR IMAGE DATING