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 151–200 of 254 papers

Title	Date	Tasks	Status
Task-adaptive Q-Face	May 15, 2024	Action Unit DetectionAge Estimation	—Unverified
Teacher-Student Training and Triplet Loss to Reduce the Effect of Drastic Face Occlusion	Nov 20, 2021	Age EstimationFacial Expression Recognition	—Unverified
Tessellated Linear Model for Age Prediction from Voice	Jan 16, 2025	Age EstimationDeep Learning	—Unverified
The Aleatoric Uncertainty Estimation Using a Separate Formulation with Virtual Residuals	Nov 3, 2020	Age EstimationDepth Estimation	—Unverified
TIMIT Speaker Profiling: A Comparison of Multi-task learning and Single-task learning Approaches	Apr 18, 2024	Age EstimationClassification	—Unverified
Towards Speaker Age Estimation with Label Distribution Learning	Feb 23, 2022	Age ClassificationAge Estimation	—Unverified
Transfer Learning with Deep CNNs for Gender Recognition and Age Estimation	Nov 18, 2018	Age EstimationData Augmentation	—Unverified
Triamese-ViT: A 3D-Aware Method for Robust Brain Age Estimation from MRIs	Jan 13, 2024	Age EstimationDiagnostic	—Unverified
Uncertainty-Based Biological Age Estimation of Brain MRI Scans	Mar 15, 2021	Age EstimationDiagnostic	—Unverified
Underage Detection through a Multi-Task and MultiAge Approach for Screening Minors in Unconstrained Imagery	Jun 12, 2025	Age EstimationOverall - Test	—Unverified
Unified Autoregressive Modeling for Joint End-to-End Multi-Talker Overlapped Speech Recognition and Speaker Attribute Estimation	Jul 4, 2021	Age EstimationAttribute	—Unverified
Universal Domain Adaptation in Ordinal Regression	Jun 22, 2021	Age EstimationClustering	—Unverified
Using Ranking-CNN for Age Estimation	Jul 1, 2017	Age EstimationMulti-class Classification	—Unverified
UVA: A Universal Variational Framework for Continuous Age Analysis	Mar 30, 2019	Age EstimationMORPH	—Unverified
Variational Inference and Bayesian CNNs for Uncertainty Estimation in Multi-Factorial Bone Age Prediction	Feb 25, 2020	Age EstimationVariational Inference	—Unverified
Voxel-level Importance Maps for Interpretable Brain Age Estimation	Aug 11, 2021	Age EstimationHippocampus	—Unverified
X-model: Improving Data Efficiency in Deep Learning with A Minimax Model	Oct 9, 2021	Age Estimationmodel	—Unverified
Zero-failure testing of binary classifiers	Jul 4, 2024	Age Estimation	—Unverified
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition	Mar 31, 2021	Age EstimationDomain Adaptation	—Unverified
Accelerated functional brain aging in major depressive disorder: evidence from a large scale fMRI analysis of Chinese participants	May 8, 2022	Age Estimation	—Unverified
A Constrained Deep Neural Network for Ordinal Regression	Jun 1, 2018	Aesthetics Quality AssessmentAge Estimation	—Unverified
A Coupled Evolutionary Network for Age Estimation	Sep 20, 2018	Age EstimationMORPH	—Unverified
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	Jan 10, 2025	Age EstimationMulti-Task Learning	—Unverified
Adaptive Variance Based Label Distribution Learning For Facial Age Estimation	Aug 1, 2020	Age EstimationMeta-Learning	—Unverified
A Demographic Attribute Guided Approach to Age Estimation	May 20, 2022	Age EstimationAttribute	—Unverified
A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation	Oct 20, 2020	Age EstimationBenchmarking	—Unverified
AGE2HIE: Transfer Learning from Brain Age to Predicting Neurocognitive Outcome for Infant Brain Injury	Nov 7, 2024	Age EstimationDeep Learning	—Unverified
Age and Gender Classification From Ear Images	Jun 14, 2018	Age And Gender ClassificationAge Classification	—Unverified
Age and Gender Prediction using Deep CNNs and Transfer Learning	Oct 25, 2021	Age ClassificationAge Estimation	—Unverified
Age Estimation Based on Graph Convolutional Networks and Multi-head Attention Mechanisms	Oct 12, 2023	Age EstimationFace Recognition	—Unverified
Age Gap Reducer-GAN for Recognizing Age-Separated Faces	Nov 11, 2020	Age EstimationFace Recognition	—Unverified
AgeNet: Deeply Learned Regressor and Classifier for Robust Apparent Age Estimation	Nov 13, 2015	Age EstimationTransfer Learning	—Unverified
AGE-US: automated gestational age estimation based on fetal ultrasound images	Jun 19, 2025	Age Estimation	—Unverified
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

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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