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 101–150 of 254 papers

Title	Date	Tasks	Status
Human Age Estimation from Gene Expression Data using Artificial Neural Networks	Nov 4, 2021	Age EstimationData Augmentation	—Unverified
Image Ordinal Classification and Understanding: Grid Dropout with Masking Label	May 8, 2018	Age EstimationClassification	—Unverified
Improving Borderline Adulthood Facial Age Estimation through Ensemble Learning	Jul 2, 2019	Age EstimationEnsemble Learning	—Unverified
Improving Face-Based Age Estimation with Attention-Based Dynamic Patch Fusion	Dec 19, 2021	Age Estimation	—Unverified
Integrated Age Estimation Mechanism	Mar 11, 2021	Age Estimation	—Unverified
Investigating Bias in Deep Face Analysis: The KANFace Dataset and Empirical Study	May 15, 2020	Age EstimationDeep Learning	—Unverified
JAM: A Comprehensive Model for Age Estimation, Verification, and Comparability	Oct 5, 2024	Age Estimation	—Unverified
Joint Gender Classification and Age Estimation by Nearly Orthogonalizing Their Semantic Spaces	Sep 14, 2016	Age EstimationGender Classification	—Unverified
Label Distribution Learning Forests	Feb 20, 2017	Age EstimationRepresentation Learning	—Unverified
LAE : Long-tailed Age Estimation	Oct 25, 2021	Age EstimationData Augmentation	—Unverified
Landmarks Are Alike Yet Distinct: Harnessing Similarity and Individuality for One-Shot Medical Landmark Detection	Mar 20, 2025	Age Estimation	—Unverified
Learning Mid-Level Features and Modeling Neuron Selectivity for Image Classification	Jan 22, 2014	Age EstimationClustering	—Unverified
Learning Subjective Time-Series Data via Utopia Label Distribution Approximation	Jul 15, 2023	Age EstimationDepth Estimation	—Unverified
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
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
Soft Labels for Ordinal Regression	Jun 1, 2019	Aesthetics Quality AssessmentAge And Gender Classification	—Unverified
Soft-Margin Mixture of Regressions	Jul 1, 2017	Age EstimationCrowd Counting	—Unverified
Soft-ranking Label Encoding for Robust Facial Age Estimation	Jun 9, 2019	Age EstimationMORPH	—Unverified
SVLDL: Improved Speaker Age Estimation Using Selective Variance Label Distribution Learning	Oct 18, 2022	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