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

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Showing 101–150 of 254 papers

Title	Date	Tasks	Status
A Multi-view Mask Contrastive Learning Graph Convolutional Neural Network for Age Estimation	Jul 23, 2024	Age EstimationContrastive Learning	—Unverified
Anchored Regression Networks Applied to Age Estimation and Super Resolution	Oct 1, 2017	Age EstimationImage Super-Resolution	—Unverified
An Explainable Machine Learning Approach for Age and Gender Estimation in Living Individuals Using Dental Biometrics	Nov 12, 2024	Age and Gender EstimationAge Estimation	—Unverified
An Overview of Two Age Synthesis and Estimation Techniques	Jan 26, 2020	Age EstimationFace Verification	—Unverified
Apparent Age Estimation Using Ensemble of Deep Learning Models	Jun 9, 2016	Age EstimationDeep Learning	—Unverified
Applying Artificial Intelligence for Age Estimation in Digital Forensic Investigations	Jan 9, 2022	Age EstimationDiversity	—Unverified
Assessing the Influencing Factors on the Accuracy of Underage Facial Age Estimation	Dec 2, 2020	Age Estimation	—Unverified
Assessing the Performance of Automated Prediction and Ranking of Patient Age from Chest X-rays Against Clinicians	Jul 4, 2022	Age EstimationGenerative Adversarial Network	—Unverified
A Study on Cross-Population Age Estimation	Jun 1, 2014	Age EstimationHuman Aging	—Unverified
A Study on Deep Learning Based Sauvegrain Method for Measurement of Puberty Bone Age	Sep 18, 2018	Age EstimationDeep Learning	—Unverified
A Survey on Ordinal Regression: Applications, Advances and Prospects	Mar 2, 2025	Age Estimationregression	—Unverified
Attended End-to-end Architecture for Age Estimation from Facial Expression Videos	Nov 23, 2017	Age Estimation	—Unverified
A Unified Gender-Aware Age Estimation	Sep 13, 2016	Age Estimation	—Unverified
Automatic Prediction of Building Age from Photographs	Apr 6, 2018	Age EstimationPrediction	—Unverified
Bayesian Imbalanced Regression Debiasing	Sep 29, 2021	Age Estimationimbalanced classification	—Unverified
Beyond Principal Components: Deep Boltzmann Machines for Face Modeling	Jun 1, 2015	Age EstimationFace Recognition	—Unverified
Biological Brain Age Estimation using Sex-Aware Adversarial Variational Autoencoder with Multimodal Neuroimages	Dec 7, 2024	Age EstimationDisentanglement	—Unverified
The development of blockchain technology	Dec 15, 2019	Age Estimation	—Unverified
Brain Age Estimation Using LSTM on Children's Brain MRI	Feb 20, 2020	Age Estimation	—Unverified
Brain Ageing Prediction using Isolation Forest Technique and Residual Neural Network (ResNet)	Dec 26, 2024	Age EstimationOutlier Detection	—Unverified
Brain Structure Ages -- A new biomarker for multi-disease classification	Apr 13, 2023	Age EstimationAnatomy	—Unverified
BridgeNet: A Continuity-Aware Probabilistic Network for Age Estimation	Apr 6, 2019	Age EstimationMORPH	—Unverified
CASIA-Face-Africa: A Large-scale African Face Image Database	May 8, 2021	Age EstimationFace Recognition	—Unverified
ChaLearn Looking at People and Faces of the World: Face Analysis Workshop and Challenge 2016	Dec 19, 2016	Age EstimationGender Classification	—Unverified
ChatGPT and biometrics: an assessment of face recognition, gender detection, and age estimation capabilities	Mar 5, 2024	Age EstimationFace Recognition	—Unverified
Chronological age estimation of lateral cephalometric radiographs with deep learning	Jan 28, 2021	Age EstimationDeep Learning	—Unverified
Noise-Tolerance GPU-based Age Estimation Using ResNet-50	Apr 26, 2023	Age EstimationGPU	—Unverified
OcularAge: A Comparative Study of Iris and Periocular Images for Pediatric Age Estimation	May 8, 2025	Age EstimationPrivacy Preserving	—Unverified
On Merging Feature Engineering and Deep Learning for Diagnosis, Risk-Prediction and Age Estimation Based on the 12-Lead ECG	Jul 13, 2022	Age EstimationBIG-bench Machine Learning	—Unverified
Ordinal Distribution Regression for Gait-based Age Estimation	May 27, 2019	Age Estimationregression	—Unverified
Ordinal Label Distribution Learning	Jan 1, 2023	Age Estimation	—Unverified
Ordinal Regression With Multiple Output CNN for Age Estimation	Jun 1, 2016	Age EstimationBinary Classification	—Unverified
Organ-based Chronological Age Estimation based on 3D MRI Scans	Oct 14, 2019	Age Estimation	—Unverified
Overcoming Occlusions in the Wild: A Multi-Task Age Head Approach to Age Estimation	Jun 16, 2025	Age EstimationMORPH	—Unverified
P-Age: Pexels Dataset for Robust Spatio-Temporal Apparent Age Classification	Nov 4, 2023	Age ClassificationAge Estimation	—Unverified
Patch-based Brain Age Estimation from MR Images	Aug 29, 2020	Age EstimationHippocampus	—Unverified
PERSONA: An Application for Emotion Recognition, Gender Recognition and Age Estimation	Jun 10, 2024	Age EstimationEmotion Recognition	—Unverified
Phone Duration Modeling for Speaker Age Estimation in Children	Sep 3, 2021	Age Estimationregression	—Unverified
Predicting Age from White Matter Diffusivity with Residual Learning	Nov 6, 2023	Age Estimation	—Unverified
Preliminary Studies on a Large Face Database	Nov 15, 2018	Age EstimationGeneral Classification	—Unverified
Probabilistic Deep Ordinal Regression Based on Gaussian Processes	Oct 1, 2019	Age And Gender ClassificationAge Estimation	—Unverified
Recursively Conditional Gaussian for Ordinal Unsupervised Domain Adaptation	Jul 28, 2021	Age EstimationDomain Adaptation	—Unverified
Regression with Uncertainty Quantification in Large Scale Complex Data	Dec 4, 2019	Age Estimationregression	—Unverified
Relative Age Estimation Using Face Images	Feb 7, 2025	Age EstimationMORPH	—Unverified
Robust Brain Age Estimation via Regression Models and MRI-derived Features	Jun 8, 2023	Age Estimationregression	—Unverified
Robust Regression via Deep Negative Correlation Learning	Aug 24, 2019	Age EstimationCrowd Counting	—Unverified
Self-Paced Deep Regression Forests for Facial Age Estimation	Oct 8, 2019	Age EstimationMORPH	—Unverified
Self-Paced Deep Regression Forests with Consideration on Underrepresented Examples	Apr 3, 2020	Age EstimationFairness	—Unverified
Sex-based Disparities in Brain Aging: A Focus on Parkinson's Disease	Sep 18, 2023	Age Estimation	—Unverified
SFCNeXt: a simple fully convolutional network for effective brain age estimation with small sample size	May 30, 2023	Age Estimation	—Unverified

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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