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 151–200 of 254 papers

Title	Date	Tasks	Status
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
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
From Age Estimation to Age-Invariant Face Recognition: Generalized Age Feature Extraction Using Order-Enhanced Contrastive Learning	Jan 3, 2025	Age EstimationAge-Invariant Face Recognition	—Unverified
From Speaker Identification to Affective Analysis: A Multi-Step System for Analyzing Children's Stories	Apr 1, 2014	Age EstimationSpeaker Identification	—Unverified
Full Kullback-Leibler-Divergence Loss for Hyperparameter-free Label Distribution Learning	Sep 5, 2022	Age Estimationregression	—Unverified
Fusion Network for Face-based Age Estimation	Jul 27, 2018	Age EstimationMORPH	—Unverified
FUSQA: Fetal Ultrasound Segmentation Quality Assessment	Mar 8, 2023	Age EstimationSegmentation	—Unverified
Game Theory Meets Statistical Mechanics in Deep Learning Design	Oct 16, 2024	Age EstimationDeep Learning	—Unverified
Gaussian Process Uncertainty in Age Estimation as a Measure of Brain Abnormality	Apr 4, 2018	Age Estimationregression	—Unverified
Generalizing semi-supervised generative adversarial networks to regression using feature contrasting	Nov 27, 2018	Age EstimationCrowd Counting	—Unverified
General vs. Long-Tailed Age Estimation: An Approach to Kill Two Birds with One Stone	Jul 19, 2023	Age EstimationMORPH	—Unverified
Global and Local Consistent Wavelet-domain Age Synthesis	Sep 20, 2018	Age EstimationFace Verification	—Unverified
GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization	Dec 16, 2024	Age Estimation	—Unverified
Hand bone age estimation using divide and conquer strategy and lightweight convolutional neural networks	May 23, 2024	Age Estimation	—Unverified
Hierarchical Attention-based Age Estimation and Bias Estimation	Mar 17, 2021	Age EstimationImage Augmentation	—Unverified
Hierarchical Face Aging through Disentangled Latent Characteristics	Aug 1, 2020	Age EstimationMORPH	—Unverified
Human Age and Gender Prediction Management system project report	Nov 20, 2024	Age EstimationGender Prediction	—Unverified
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
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition	Mar 31, 2021	Age EstimationDomain Adaptation	—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

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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