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 1–50 of 254 papers

Title	Date	Tasks	Status	Hype
DiffClean: Diffusion-based Makeup Removal for Accurate Age Estimation	Jul 17, 2025	Age EstimationFace Verification	—Unverified	0
Data-Driven Meta-Analysis and Public-Dataset Evaluation for Sensor-Based Gait Age Estimation	Jul 15, 2025	Age EstimationSensor Fusion	—Unverified	0
Fusing Radiomic Features with Deep Representations for Gestational Age Estimation in Fetal Ultrasound Images	Jun 25, 2025	Age Estimation	CodeCode Available	0
AGE-US: automated gestational age estimation based on fetal ultrasound images	Jun 19, 2025	Age Estimation	—Unverified	0
Foundation Artificial Intelligence Models for Health Recognition Using Face Photographs (FAHR-Face)	Jun 17, 2025	Age Estimation	—Unverified	0
Overcoming Occlusions in the Wild: A Multi-Task Age Head Approach to Age Estimation	Jun 16, 2025	Age EstimationMORPH	—Unverified	0
Underage Detection through a Multi-Task and MultiAge Approach for Screening Minors in Unconstrained Imagery	Jun 12, 2025	Age EstimationOverall - Test	—Unverified	0
A Manually Annotated Image-Caption Dataset for Detecting Children in the Wild	Jun 11, 2025	Age EstimationBenchmarking	CodeCode Available	0
OcularAge: A Comparative Study of Iris and Periocular Images for Pediatric Age Estimation	May 8, 2025	Age EstimationPrivacy Preserving	—Unverified	0
Face-LLaVA: Facial Expression and Attribute Understanding through Instruction Tuning	Apr 9, 2025	Action Unit DetectionAge Estimation	—Unverified	0
Landmarks Are Alike Yet Distinct: Harnessing Similarity and Individuality for One-Shot Medical Landmark Detection	Mar 20, 2025	Age Estimation	—Unverified	0
A Survey on Ordinal Regression: Applications, Advances and Prospects	Mar 2, 2025	Age Estimationregression	—Unverified	0
FetalCLIP: A Visual-Language Foundation Model for Fetal Ultrasound Image Analysis	Feb 20, 2025	Age EstimationBenchmarking	CodeCode Available	2
Building Age Estimation: A New Multi-Modal Benchmark Dataset and Community Challenge	Feb 19, 2025	Age EstimationEarth Observation	CodeCode Available	0
Relative Age Estimation Using Face Images	Feb 7, 2025	Age EstimationMORPH	—Unverified	0
Tessellated Linear Model for Age Prediction from Voice	Jan 16, 2025	Age EstimationDeep Learning	—Unverified	0
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	Jan 10, 2025	Age EstimationMulti-Task Learning	—Unverified	0
iTARGET: Interpretable Tailored Age Regression for Grouped Epigenetic Traits	Jan 4, 2025	Age Estimationregression	CodeCode Available	0
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	0
Brain Ageing Prediction using Isolation Forest Technique and Residual Neural Network (ResNet)	Dec 26, 2024	Age EstimationOutlier Detection	—Unverified	0
GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization	Dec 16, 2024	Age Estimation	—Unverified	0
Ranking-aware adapter for text-driven image ordering with CLIP	Dec 9, 2024	Age EstimationImage Quality Assessment	CodeCode Available	1
Biological Brain Age Estimation using Sex-Aware Adversarial Variational Autoencoder with Multimodal Neuroimages	Dec 7, 2024	Age EstimationDisentanglement	—Unverified	0
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	0
Human Age and Gender Prediction Management system project report	Nov 20, 2024	Age EstimationGender Prediction	—Unverified	0
Multi-Task Adversarial Variational Autoencoder for Estimating Biological Brain Age with Multimodal Neuroimaging	Nov 15, 2024	Age EstimationData Integration	CodeCode Available	0
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	0
AGE2HIE: Transfer Learning from Brain Age to Predicting Neurocognitive Outcome for Infant Brain Injury	Nov 7, 2024	Age EstimationDeep Learning	—Unverified	0
Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease	Oct 29, 2024	Age EstimationDiffusion MRI	CodeCode Available	0
Multi-View Multi-Task Modeling with Speech Foundation Models for Speech Forensic Tasks	Oct 16, 2024	Age EstimationEmotion Recognition	—Unverified	0
Game Theory Meets Statistical Mechanics in Deep Learning Design	Oct 16, 2024	Age EstimationDeep Learning	—Unverified	0
MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging	Oct 9, 2024	Age EstimationFairness	CodeCode Available	0
JAM: A Comprehensive Model for Age Estimation, Verification, and Comparability	Oct 5, 2024	Age Estimation	—Unverified	0
A Multi-view Mask Contrastive Learning Graph Convolutional Neural Network for Age Estimation	Jul 23, 2024	Age EstimationContrastive Learning	—Unverified	0
Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization	Jul 22, 2024	Age EstimationMRI segmentation	CodeCode Available	1
MRI Volume-Based Robust Brain Age Estimation Using Weight-Shared Spatial Attention in 3D CNNs	Jul 9, 2024	Age Estimation	—Unverified	0
Brain Age Estimation with a Greedy Dual-Stream Model for Limited Datasets	Jul 5, 2024	Age EstimationMedical Image Analysis	CodeCode Available	0
Zero-failure testing of binary classifiers	Jul 4, 2024	Age Estimation	—Unverified	0
PERSONA: An Application for Emotion Recognition, Gender Recognition and Age Estimation	Jun 10, 2024	Age EstimationEmotion Recognition	—Unverified	0
SynthBA: Reliable Brain Age Estimation Across Multiple MRI Sequences and Resolutions	Jun 1, 2024	Age Estimation	CodeCode Available	1
Hand bone age estimation using divide and conquer strategy and lightweight convolutional neural networks	May 23, 2024	Age Estimation	—Unverified	0
Task-adaptive Q-Face	May 15, 2024	Action Unit DetectionAge Estimation	—Unverified	0
TIMIT Speaker Profiling: A Comparison of Multi-task learning and Single-task learning Approaches	Apr 18, 2024	Age EstimationClassification	—Unverified	0
FaceFilterSense: A Filter-Resistant Face Recognition and Facial Attribute Analysis Framework	Apr 12, 2024	Age EstimationAttribute	—Unverified	0
FaceXFormer: A Unified Transformer for Facial Analysis	Mar 19, 2024	Age and Gender EstimationAge Estimation	CodeCode Available	3
Faceptor: A Generalist Model for Face Perception	Mar 14, 2024	Age EstimationAttribute	CodeCode Available	2
ChatGPT and biometrics: an assessment of face recognition, gender detection, and age estimation capabilities	Mar 5, 2024	Age EstimationFace Recognition	—Unverified	0
Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation	Mar 4, 2024	Age And Gender ClassificationAge and Gender Estimation	CodeCode Available	3
Dual Graph Attention based Disentanglement Multiple Instance Learning for Brain Age Estimation	Mar 2, 2024	Age EstimationDisentanglement	—Unverified	0
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	0

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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