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 201–250 of 254 papers

Title	Date	Tasks	Status
Lipschitzness Effect of a Loss Function on Generalization Performance of Deep Neural Networks Trained by Adam and AdamW Optimizers	Mar 29, 2023	Age Estimation	—Unverified
Logistic Boosting Regression for Label Distribution Learning	Jun 1, 2016	Age EstimationFacial Expression Recognition	—Unverified
Mean-Variance Loss for Deep Age Estimation From a Face	Jun 1, 2018	Age EstimationMORPH	—Unverified
Mini-DDSM: Mammography-based Automatic Age Estimation	Oct 1, 2020	Age EstimationAttribute	—Unverified
Modeling of Facial Aging and Kinship: A Survey	Feb 13, 2018	Age EstimationKinship Verification	—Unverified
MRI Volume-Based Robust Brain Age Estimation Using Weight-Shared Spatial Attention in 3D CNNs	Jul 9, 2024	Age Estimation	—Unverified
Multi-Expert Gender Classification on Age Group by Integrating Deep Neural Networks	Sep 6, 2018	Age And Gender ClassificationAge Estimation	—Unverified
Multi-View Multi-Task Modeling with Speech Foundation Models for Speech Forensic Tasks	Oct 16, 2024	Age EstimationEmotion Recognition	—Unverified
Neurodevelopmental Age Estimation of Infants Using a 3D-Convolutional Neural Network Model based on Fusion MRI Sequences	Oct 7, 2020	Age Estimation	—Unverified
Fair and accurate age prediction using distribution aware data curation and augmentation	Sep 11, 2020	Age EstimationData Augmentation	CodeCode Available
A step towards understanding why classification helps regression	Aug 21, 2023	Age EstimationClassification	CodeCode Available
Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease	Oct 29, 2024	Age EstimationDiffusion MRI	CodeCode Available
MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging	Oct 9, 2024	Age EstimationFairness	CodeCode Available
Fusing Radiomic Features with Deep Representations for Gestational Age Estimation in Fetal Ultrasound Images	Jun 25, 2025	Age Estimation	CodeCode Available
MetaAge: Meta-Learning Personalized Age Estimators	Jul 12, 2022	Age EstimationMeta-Learning	CodeCode Available
A Manually Annotated Image-Caption Dataset for Detecting Children in the Wild	Jun 11, 2025	Age EstimationBenchmarking	CodeCode Available
Deep Convolutional Neural Network for Age Estimation based on VGG-Face Model	Sep 6, 2017	Age EstimationFace Model	CodeCode Available
A Bayesian Evaluation Framework for Subjectively Annotated Visual Recognition Tasks	Jun 20, 2020	Age EstimationAttribute	CodeCode Available
Facial Age Estimation using Convolutional Neural Networks	May 14, 2021	Age EstimationFace Recognition	CodeCode Available
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics	Nov 25, 2021	Active LearningAge Estimation	CodeCode Available
Siamese Graph Learning for Semi-supervised Age Estimation	Mar 13, 2023	Age EstimationDiversity	CodeCode Available
An All-In-One Convolutional Neural Network for Face Analysis	Nov 3, 2016	Age EstimationAll	CodeCode Available
Facial age estimation by deep residual decision making	Aug 28, 2019	Age EstimationDecision Making	CodeCode Available
Competing Ratio Loss for Discriminative Multi-class Image Classification	Dec 25, 2019	Age EstimationClassification	CodeCode Available
Multi-Task Adversarial Variational Autoencoder for Estimating Biological Brain Age with Multimodal Neuroimaging	Nov 15, 2024	Age EstimationData Integration	CodeCode Available
Face Aging With Conditional Generative Adversarial Networks	Feb 7, 2017	Age EstimationFace Recognition	CodeCode Available
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
Quantifying Facial Age by Posterior of Age Comparisons	Aug 31, 2017	Age And Gender ClassificationAge Estimation	CodeCode Available
Brain Age Estimation with a Greedy Dual-Stream Model for Limited Datasets	Jul 5, 2024	Age EstimationMedical Image Analysis	CodeCode Available
A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression	Sep 26, 2023	Age EstimationGraph Attention	CodeCode Available
Does pre-training on brain-related tasks results in better deep-learning-based brain age biomarkers?	Jul 11, 2023	Age EstimationDeep Learning	CodeCode Available
Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRI	Aug 3, 2021	Age EstimationGenerative Adversarial Network	CodeCode Available
Using deep convolutional neural networks to predict patients age based on ECGs from an independent test cohort	Oct 6, 2022	Age EstimationRhythm	CodeCode Available
Improved Brain Age Estimation with Slice-based Set Networks	Feb 8, 2021	Age Estimation	CodeCode Available
using multiple losses for accurate facial age estimation	Jun 17, 2021	Age EstimationClassification	CodeCode Available
On the effect of age perception biases for real age regression	Feb 20, 2019	Age Estimationregression	CodeCode Available
C3AE: Exploring the Limits of Compact Model for Age Estimation	Apr 10, 2019	Age Estimation	CodeCode Available
Building Age Estimation: A New Multi-Modal Benchmark Dataset and Community Challenge	Feb 19, 2025	Age EstimationEarth Observation	CodeCode Available
iTARGET: Interpretable Tailored Age Regression for Grouped Epigenetic Traits	Jan 4, 2025	Age Estimationregression	CodeCode Available
Brain age prediction using deep learning uncovers associated sequence variants	Nov 27, 2019	Age EstimationDeep Learning	CodeCode Available
Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach	Jul 27, 2023	Age EstimationFederated Learning	CodeCode Available
A comparison study: the impact of age and gender distribution on age estimation	Jan 10, 2022	Age Estimation	CodeCode Available
Joint Person Identity, Gender and Age Estimation from Hand Images using Deep Multi-Task Representation Learning	Mar 27, 2023	Age EstimationRepresentation Learning	CodeCode Available
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression	Aug 17, 2023	Age EstimationDepth Aleatoric Uncertainty Estimation	CodeCode Available
Robust Optimization for Deep Regression	May 25, 2015	Age Estimationobject-detection	CodeCode Available
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation	Sep 22, 2020	Age Estimation	CodeCode Available
OTFPF: Optimal Transport-Based Feature Pyramid Fusion Network for Brain Age Estimation with 3D Overlapped ConvNeXt	May 10, 2022	Age Estimation	CodeCode Available
Discrete-Constrained Regression for Local Counting Models	Jul 20, 2022	Age EstimationClassification	CodeCode Available
Adversarial Regression Learning for Bone Age Estimation	Mar 10, 2021	Age Estimationregression	CodeCode Available
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

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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