Age Estimation

Age Estimation is the task of estimating the age of a person from an image some other kind of data.

( Image credit: BridgeNet )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–100 of 254 papers

Title	Date	Tasks	Status	Score
Adversarial Regression Learning for Bone Age Estimation	Mar 10, 2021	Age Estimationregression	CodeCode Available	5
Brain age prediction using deep learning uncovers associated sequence variants	Nov 27, 2019	Age EstimationDeep Learning	CodeCode Available	5
An All-In-One Convolutional Neural Network for Face Analysis	Nov 3, 2016	Age EstimationAll	CodeCode Available	5
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression	Aug 17, 2023	Age EstimationDepth Aleatoric Uncertainty Estimation	CodeCode Available	5
Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach	Jul 27, 2023	Age EstimationFederated Learning	CodeCode Available	5
Discrete-Constrained Regression for Local Counting Models	Jul 20, 2022	Age EstimationClassification	CodeCode Available	5
Siamese Graph Learning for Semi-supervised Age Estimation	Mar 13, 2023	Age EstimationDiversity	CodeCode Available	5
Determining the Age Range Based on Machine-Learning Methods From Facial Skeletal Angles (Glabella and Maxilla Angle and Length and Width of Piriformis) in CT Scan	Nov 30, 2022	Age Estimation	CodeCode Available	5
OTFPF: Optimal Transport-Based Feature Pyramid Fusion Network for Brain Age Estimation with 3D Overlapped ConvNeXt	May 10, 2022	Age Estimation	CodeCode Available	5
Quantifying Facial Age by Posterior of Age Comparisons	Aug 31, 2017	Age And Gender ClassificationAge Estimation	CodeCode Available	5
A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression	Sep 26, 2023	Age EstimationGraph Attention	CodeCode Available	5
Deep Regression Forests for Age Estimation	Dec 19, 2017	Age Estimationregression	CodeCode Available	5
Robust Optimization for Deep Regression	May 25, 2015	Age Estimationobject-detection	CodeCode Available	5
Multi-Task Adversarial Variational Autoencoder for Estimating Biological Brain Age with Multimodal Neuroimaging	Nov 15, 2024	Age EstimationData Integration	CodeCode Available	5
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation	Sep 22, 2020	Age Estimation	CodeCode Available	5
Multi-Task Faces (MTF) Data Set: A Legally and Ethically Compliant Collection of Face Images for Various Classification Tasks	Nov 20, 2023	Age ClassificationAge Estimation	CodeCode Available	5
MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging	Oct 9, 2024	Age EstimationFairness	CodeCode Available	5
Learning Speaker Representation with Semi-supervised Learning approach for Speaker Profiling	Oct 24, 2021	Age EstimationRecommendation Systems	CodeCode Available	5
MetaAge: Meta-Learning Personalized Age Estimators	Jul 12, 2022	Age EstimationMeta-Learning	CodeCode Available	5
On the effect of age perception biases for real age regression	Feb 20, 2019	Age Estimationregression	CodeCode Available	5
Self-Paced Deep Regression Forests with Consideration of Ranking Fairness	Dec 13, 2021	Age EstimationFairness	CodeCode Available	5
iTARGET: Interpretable Tailored Age Regression for Grouped Epigenetic Traits	Jan 4, 2025	Age Estimationregression	CodeCode Available	5
Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRI	Aug 3, 2021	Age EstimationGenerative Adversarial Network	CodeCode Available	5
Improved Brain Age Estimation with Slice-based Set Networks	Feb 8, 2021	Age Estimation	CodeCode Available	5
Joint Person Identity, Gender and Age Estimation from Hand Images using Deep Multi-Task Representation Learning	Mar 27, 2023	Age EstimationRepresentation Learning	CodeCode Available	5
A Manually Annotated Image-Caption Dataset for Detecting Children in the Wild	Jun 11, 2025	Age EstimationBenchmarking	CodeCode Available	5
Fair and accurate age prediction using distribution aware data curation and augmentation	Sep 11, 2020	Age EstimationData Augmentation	CodeCode Available	5
Deep Convolutional Neural Network for Age Estimation based on VGG-Face Model	Sep 6, 2017	Age EstimationFace Model	CodeCode Available	5
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics	Nov 25, 2021	Active LearningAge Estimation	CodeCode Available	5
Facial age estimation by deep residual decision making	Aug 28, 2019	Age EstimationDecision Making	CodeCode Available	5
Facial Age Estimation using Convolutional Neural Networks	May 14, 2021	Age EstimationFace Recognition	CodeCode Available	5
Face Aging With Conditional Generative Adversarial Networks	Feb 7, 2017	Age EstimationFace Recognition	CodeCode Available	5
A step towards understanding why classification helps regression	Aug 21, 2023	Age EstimationClassification	CodeCode Available	5
Competing Ratio Loss for Discriminative Multi-class Image Classification	Dec 25, 2019	Age EstimationClassification	CodeCode Available	5
A Bayesian Evaluation Framework for Subjectively Annotated Visual Recognition Tasks	Jun 20, 2020	Age EstimationAttribute	CodeCode Available	5
Fusing Radiomic Features with Deep Representations for Gestational Age Estimation in Fetal Ultrasound Images	Jun 25, 2025	Age Estimation	CodeCode Available	5
Comparing Pre-trained Human Language Models: Is it Better with Human Context as Groups, Individual Traits, or Both?	Jan 23, 2024	Age EstimationLanguage Modeling	—Unverified	0
Classification of Neurodevelopmental Age in Normal Infants Using 3D-CNN based on Brain MRI	Oct 27, 2019	Age EstimationGeneral Classification	—Unverified	0
Assessing the Influencing Factors on the Accuracy of Underage Facial Age Estimation	Dec 2, 2020	Age Estimation	—Unverified	0
Chronological age estimation of lateral cephalometric radiographs with deep learning	Jan 28, 2021	Age EstimationDeep Learning	—Unverified	0
ChatGPT and biometrics: an assessment of face recognition, gender detection, and age estimation capabilities	Mar 5, 2024	Age EstimationFace Recognition	—Unverified	0
Applying Artificial Intelligence for Age Estimation in Digital Forensic Investigations	Jan 9, 2022	Age EstimationDiversity	—Unverified	0
AGE2HIE: Transfer Learning from Brain Age to Predicting Neurocognitive Outcome for Infant Brain Injury	Nov 7, 2024	Age EstimationDeep Learning	—Unverified	0
ChaLearn Looking at People and Faces of the World: Face Analysis Workshop and Challenge 2016	Dec 19, 2016	Age EstimationGender Classification	—Unverified	0
CASIA-Face-Africa: A Large-scale African Face Image Database	May 8, 2021	Age EstimationFace Recognition	—Unverified	0
Apparent Age Estimation Using Ensemble of Deep Learning Models	Jun 9, 2016	Age EstimationDeep Learning	—Unverified	0
An Overview of Two Age Synthesis and Estimation Techniques	Jan 26, 2020	Age EstimationFace Verification	—Unverified	0
A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation	Oct 20, 2020	Age EstimationBenchmarking	—Unverified	0
BridgeNet: A Continuity-Aware Probabilistic Network for Age Estimation	Apr 6, 2019	Age EstimationMORPH	—Unverified	0
Brain Structure Ages -- A new biomarker for multi-disease classification	Apr 13, 2023	Age EstimationAnatomy	—Unverified	0

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All datasets UTKFace CACD MORPH album2 (Caucasian)AFAD AgeDB MORPH Album2 (SE)FGNET MORPH Album2 ChaLearn 2015 mebeblurf ChaLearn 2016 IMDB-Clean

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CORAL	MAE	5.39	—	Unverified
2	ResNet-50-Regression	MAE	4.72	—	Unverified
3	Randomized Bins	MAE	4.55	—	Unverified
4	ResNet-50-Unimodal-Concentrated	MAE	4.47	—	Unverified
5	ResNet-50-DLDL-v2	MAE	4.42	—	Unverified
6	ResNet-50-Mean-Variance	MAE	4.42	—	Unverified
7	ResNet-50-OR-CNN	MAE	4.4	—	Unverified
8	ResNet-50-DLDL	MAE	4.39	—	Unverified
9	ResNet-50-Cross-Entropy	MAE	4.38	—	Unverified
10	MWR	MAE	4.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CORAL	MAE	5.35	—	Unverified
2	RNDF	MAE	4.6	—	Unverified
3	MWR	MAE	4.41	—	Unverified
4	ResNet-50-Unimodal-Concentrated	MAE	4.1	—	Unverified
5	ResNet-50-Mean-Variance	MAE	4.07	—	Unverified
6	ResNet-50-Regression	MAE	4.06	—	Unverified
7	ResNet-50-OR-CNN	MAE	4.01	—	Unverified
8	ResNet-50-DLDL-v2	MAE	3.96	—	Unverified
9	FaRL+MLP	MAE	3.96	—	Unverified
10	ResNet-50-SORD	MAE	3.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	dLDLF	MAE	3.02	—	Unverified
2	DRFs	MAE	2.91	—	Unverified
3	DEX	MAE	2.68	—	Unverified
4	OL	MAE	2.41	—	Unverified
5	BridgeNet	MAE	2.38	—	Unverified
6	AVDL	MAE	2.37	—	Unverified
7	POE	MAE	2.35	—	Unverified
8	OrdinalCLIP	MAE	2.32	—	Unverified
9	DRC-ORID	MAE	2.26	—	Unverified
10	MetaAge	MAE	2.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CORAL	MAE	3.48	—	Unverified
2	ResNet-50-Unimodal-Concentrated	MAE	3.2	—	Unverified
3	ResNet-50-Regression	MAE	3.17	—	Unverified
4	ResNet-50-OR-CNN	MAE	3.16	—	Unverified
5	ResNet-50-Mean-Variance	MAE	3.16	—	Unverified
6	ResNet-50-DLDL-v2	MAE	3.15	—	Unverified
7	ResNet-50-Cross-Entropy	MAE	3.14	—	Unverified
8	ResNet-50-SORD	MAE	3.14	—	Unverified
9	ResNet-50-DLDL	MAE	3.14	—	Unverified
10	FaRL+MLP	MAE	3.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-50-Regression	MAE	6.23	—	Unverified
2	ResNet-50-Unimodal-Concentrated	MAE	5.9	—	Unverified
3	ResNet-50-Mean-Variance	MAE	5.85	—	Unverified
4	ResNet-50-Cross-Entropy	MAE	5.81	—	Unverified
5	ResNet-50-SORD	MAE	5.81	—	Unverified
6	ResNet-50-DLDL	MAE	5.8	—	Unverified
7	ResNet-50-DLDL-v2	MAE	5.8	—	Unverified
8	ResNet-50-OR-CNN	MAE	5.78	—	Unverified
9	FaRL+MLP	MAE	5.64	—	Unverified
10	MiVOLO-D1	MAE	5.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FaRL+MLP	MAE	3.04	—	Unverified
2	ResNet-50-OR-CNN	MAE	2.83	—	Unverified
3	ResNet-50-Regression	MAE	2.83	—	Unverified
4	ResNet-50-Mean-Variance	MAE	2.83	—	Unverified
5	ResNet-50-DLDL-v2	MAE	2.82	—	Unverified
6	ResNet-50-Cross-Entropy	MAE	2.81	—	Unverified
7	ResNet-50-SORD	MAE	2.81	—	Unverified
8	ResNet-50-DLDL	MAE	2.81	—	Unverified
9	ResNet-50-Unimodal-Concentrated	MAE	2.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AEBFI	MAE	52	—	Unverified
2	Zhu et al. (Actual)	MAE	4.58	—	Unverified
3	DRFs	MAE	3.85	—	Unverified
4	CMAAE-OR	MAE	3.62	—	Unverified
5	DEX	MAE	3.09	—	Unverified
6	C3AE (WIKI-IMDB)	MAE	2.95	—	Unverified
7	BridgeNet	MAE	2.56	—	Unverified
8	MWR	MAE	2.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CORAL	MAE	2.59	—	Unverified
2	Hierarchical Attention-based Age Estimation (SE)	MAE	2.53	—	Unverified
3	MegaAge (w. IMDB-WIKI)	MAE	2.52	—	Unverified
4	DLDL+VGG-Face (KL, Max)3	MAE	2.42	—	Unverified
5	MWR	MAE	2	—	Unverified
6	DLDL-v2 (ThinAgeNet)	MAE	1.97	—	Unverified
7	MataAge	MAE	1.81	—	Unverified
8	Hierarchical Attention-based Age Estimation (RS)	MAE	1.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MWR	MAE	2.95	—	Unverified
2	DLDL+VGG-Face	e-error	0.31	—	Unverified
3	DLDL-v2 (ThinAgeNet)	e-error	0.27	—	Unverified
4	AgeNet	e-error	0.27	—	Unverified
5	DEX	e-error	0.26	—	Unverified
6	BridgeNet	e-error	0.26	—	Unverified
7	MetaAge	e-error	0.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OrdinalCLIP	Accuracy	61.2	—	Unverified
2	POE	Accuracy	60.5	—	Unverified
3	SORD	Accuracy	59.6	—	Unverified
4	GP-DNNOR	Accuracy	57.4	—	Unverified
5	CNNPOR	Accuracy	57.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FaRL+MLP	MAE	3.38	—	Unverified
2	Mean-Variance	e-error	0.29	—	Unverified
3	DLDL-v2 (ThinAgeNet)	e-error	0.27	—	Unverified
4	MetaAge	e-error	0.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FP-Age	Average mean absolute error	4.68	—	Unverified
2	VOLO-D1 age&gender	Average mean absolute error	4.22	—	Unverified
3	MiVOLO-D1	Average mean absolute error	4.09	—	Unverified
4	MiVOLO-V2	Average mean absolute error	3.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MiVOLO-D1	MAE	3.99	—	Unverified
2	MiVOLO-V2	MAE	3.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FP-Age	Average mean absolute error	6.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CMAAE-OR	MAE	1.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Inception Time	Mean absolute error	8.3	—	Unverified