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 51–100 of 254 papers

Title	Date	Tasks	Status
Face-LLaVA: Facial Expression and Attribute Understanding through Instruction Tuning	Apr 9, 2025	Action Unit DetectionAge Estimation	—Unverified
Landmarks Are Alike Yet Distinct: Harnessing Similarity and Individuality for One-Shot Medical Landmark Detection	Mar 20, 2025	Age Estimation	—Unverified
A Survey on Ordinal Regression: Applications, Advances and Prospects	Mar 2, 2025	Age Estimationregression	—Unverified
Building Age Estimation: A New Multi-Modal Benchmark Dataset and Community Challenge	Feb 19, 2025	Age EstimationEarth Observation	CodeCode Available
Relative Age Estimation Using Face Images	Feb 7, 2025	Age EstimationMORPH	—Unverified
Tessellated Linear Model for Age Prediction from Voice	Jan 16, 2025	Age EstimationDeep Learning	—Unverified
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	Jan 10, 2025	Age EstimationMulti-Task Learning	—Unverified
iTARGET: Interpretable Tailored Age Regression for Grouped Epigenetic Traits	Jan 4, 2025	Age Estimationregression	CodeCode Available
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
Brain Ageing Prediction using Isolation Forest Technique and Residual Neural Network (ResNet)	Dec 26, 2024	Age EstimationOutlier Detection	—Unverified
GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization	Dec 16, 2024	Age Estimation	—Unverified
Biological Brain Age Estimation using Sex-Aware Adversarial Variational Autoencoder with Multimodal Neuroimages	Dec 7, 2024	Age EstimationDisentanglement	—Unverified
Enhancing Brain Age Estimation with a Multimodal 3D CNN Approach Combining Structural MRI and AI-Synthesized Cerebral Blood Volume Data	Dec 1, 2024	Age Estimation	—Unverified
Human Age and Gender Prediction Management system project report	Nov 20, 2024	Age EstimationGender Prediction	—Unverified
Multi-Task Adversarial Variational Autoencoder for Estimating Biological Brain Age with Multimodal Neuroimaging	Nov 15, 2024	Age EstimationData Integration	CodeCode Available
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
AGE2HIE: Transfer Learning from Brain Age to Predicting Neurocognitive Outcome for Infant Brain Injury	Nov 7, 2024	Age EstimationDeep Learning	—Unverified
Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease	Oct 29, 2024	Age EstimationDiffusion MRI	CodeCode Available
Multi-View Multi-Task Modeling with Speech Foundation Models for Speech Forensic Tasks	Oct 16, 2024	Age EstimationEmotion Recognition	—Unverified
Game Theory Meets Statistical Mechanics in Deep Learning Design	Oct 16, 2024	Age EstimationDeep Learning	—Unverified
MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging	Oct 9, 2024	Age EstimationFairness	CodeCode Available
JAM: A Comprehensive Model for Age Estimation, Verification, and Comparability	Oct 5, 2024	Age Estimation	—Unverified
A Multi-view Mask Contrastive Learning Graph Convolutional Neural Network for Age Estimation	Jul 23, 2024	Age EstimationContrastive Learning	—Unverified
MRI Volume-Based Robust Brain Age Estimation Using Weight-Shared Spatial Attention in 3D CNNs	Jul 9, 2024	Age Estimation	—Unverified
Brain Age Estimation with a Greedy Dual-Stream Model for Limited Datasets	Jul 5, 2024	Age EstimationMedical Image Analysis	CodeCode Available
Zero-failure testing of binary classifiers	Jul 4, 2024	Age Estimation	—Unverified
PERSONA: An Application for Emotion Recognition, Gender Recognition and Age Estimation	Jun 10, 2024	Age EstimationEmotion Recognition	—Unverified
Hand bone age estimation using divide and conquer strategy and lightweight convolutional neural networks	May 23, 2024	Age Estimation	—Unverified
Task-adaptive Q-Face	May 15, 2024	Action Unit DetectionAge Estimation	—Unverified
TIMIT Speaker Profiling: A Comparison of Multi-task learning and Single-task learning Approaches	Apr 18, 2024	Age EstimationClassification	—Unverified
FaceFilterSense: A Filter-Resistant Face Recognition and Facial Attribute Analysis Framework	Apr 12, 2024	Age EstimationAttribute	—Unverified
ChatGPT and biometrics: an assessment of face recognition, gender detection, and age estimation capabilities	Mar 5, 2024	Age EstimationFace Recognition	—Unverified
Dual Graph Attention based Disentanglement Multiple Instance Learning for Brain Age Estimation	Mar 2, 2024	Age EstimationDisentanglement	—Unverified
Comparing Pre-trained Human Language Models: Is it Better with Human Context as Groups, Individual Traits, or Both?	Jan 23, 2024	Age EstimationLanguage Modeling	—Unverified
Triamese-ViT: A 3D-Aware Method for Robust Brain Age Estimation from MRIs	Jan 13, 2024	Age EstimationDiagnostic	—Unverified
CILF-CIAE: CLIP-driven Image-Language Fusion for Correcting Inverse Age Estimation	Dec 4, 2023	Age EstimationImage-text matching	—Unverified
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
Predicting Age from White Matter Diffusivity with Residual Learning	Nov 6, 2023	Age Estimation	—Unverified
P-Age: Pexels Dataset for Robust Spatio-Temporal Apparent Age Classification	Nov 4, 2023	Age ClassificationAge Estimation	—Unverified
Deep Imbalanced Regression via Hierarchical Classification Adjustment	Oct 26, 2023	Age EstimationClassification	—Unverified
Age Estimation Based on Graph Convolutional Networks and Multi-head Attention Mechanisms	Oct 12, 2023	Age EstimationFace Recognition	—Unverified
Deep Learning based Systems for Crater Detection: A Review	Sep 28, 2023	Age EstimationDeep Learning	—Unverified
A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression	Sep 26, 2023	Age EstimationGraph Attention	CodeCode Available
Sex-based Disparities in Brain Aging: A Focus on Parkinson's Disease	Sep 18, 2023	Age Estimation	—Unverified
A step towards understanding why classification helps regression	Aug 21, 2023	Age EstimationClassification	CodeCode Available
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression	Aug 17, 2023	Age EstimationDepth Aleatoric Uncertainty Estimation	CodeCode Available
FaceSkin: A Privacy Preserving Facial skin patch Dataset for multi Attributes classification	Aug 9, 2023	Age EstimationAttribute	—Unverified
Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach	Jul 27, 2023	Age EstimationFederated Learning	CodeCode Available
General vs. Long-Tailed Age Estimation: An Approach to Kill Two Birds with One Stone	Jul 19, 2023	Age EstimationMORPH	—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