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
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
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
MiVOLO: Multi-input Transformer for Age and Gender Estimation	Jul 10, 2023	Age And Gender ClassificationAge and Gender Estimation	CodeCode Available	2
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	Jan 1, 2024	Age EstimationBenchmarking	CodeCode Available	2
FetalCLIP: A Visual-Language Foundation Model for Fetal Ultrasound Image Analysis	Feb 20, 2025	Age EstimationBenchmarking	CodeCode Available	2
Balanced MSE for Imbalanced Visual Regression	Mar 30, 2022	Age EstimationFairness	CodeCode Available	2
Semi-Supervised Deep Regression with Uncertainty Consistency and Variational Model Ensembling via Bayesian Neural Networks	Feb 15, 2023	Age Estimationregression	CodeCode Available	1
VoxCeleb Enrichment for Age and Gender Recognition	Sep 28, 2021	Age Estimationregression	CodeCode Available	1
Learning Expectation of Label Distribution for Facial Age and Attractiveness Estimation	Jul 3, 2020	Age EstimationAttractiveness Estimation	CodeCode Available	1
SwinFace: A Multi-task Transformer for Face Recognition, Expression Recognition, Age Estimation and Attribute Estimation	Aug 22, 2023	Age EstimationAttribute	CodeCode Available	1
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	Jul 10, 2023	Age EstimationBenchmarking	CodeCode Available	1
Ranking-aware adapter for text-driven image ordering with CLIP	Dec 9, 2024	Age EstimationImage Quality Assessment	CodeCode Available	1
Brain Age Estimation From MRI Using Cascade Networks with Ranking Loss	Jun 6, 2021	Age Estimation	CodeCode Available	1
Ordinal Classification with Distance Regularization for Robust Brain Age Prediction	Oct 25, 2023	Age EstimationOrdinal Classification	CodeCode Available	1
Learning-to-Rank Meets Language: Boosting Language-Driven Ordering Alignment for Ordinal Classification	Jun 24, 2023	Age EstimationClassification	CodeCode Available	1
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression	Jun 6, 2022	Aesthetics Quality AssessmentAge Estimation	CodeCode Available	1
Generalizing MLPs With Dropouts, Batch Normalization, and Skip Connections	Aug 18, 2021	Age And Gender ClassificationAge Estimation	CodeCode Available	1
Human Language Modeling	May 10, 2022	Age EstimationLanguage Modeling	CodeCode Available	1
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression	Mar 25, 2021	Aesthetics Quality AssessmentAge And Gender Classification	CodeCode Available	1
Moving Window Regression: A Novel Approach to Ordinal Regression	Mar 24, 2022	Age And Gender ClassificationAge Estimation	CodeCode Available	1
Order Learning and Its Application to Age Estimation	May 1, 2020	Age Estimation	CodeCode Available	1
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models	Mar 22, 2023	Age EstimationDecision Making	CodeCode Available	1
SimLoss: Class Similarities in Cross Entropy	Mar 6, 2020	Age EstimationGeneral Classification	CodeCode Available	1
SynthBA: Reliable Brain Age Estimation Across Multiple MRI Sequences and Resolutions	Jun 1, 2024	Age Estimation	CodeCode Available	1
Towards Machine Unlearning Benchmarks: Forgetting the Personal Identities in Facial Recognition Systems	Nov 3, 2023	Age EstimationAttribute	CodeCode Available	1
FP-Age: Leveraging Face Parsing Attention for Facial Age Estimation in the Wild	Jun 21, 2021	Age EstimationConstrained Clustering	CodeCode Available	1
Global-Local Transformer for Brain Age Estimation	Sep 3, 2021	Age Estimation	CodeCode Available	1
Deep Label Distribution Learning with Label Ambiguity	Nov 6, 2016	Age EstimationClassification	CodeCode Available	1
Multimodal brain age estimation using interpretable adaptive population-graph learning	Jul 10, 2023	Age Estimationgraph construction	CodeCode Available	1
Estimation of speaker age and height from speech signal using bi-encoder transformer mixture model	Mar 22, 2022	Age Estimation	CodeCode Available	1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker Embeddings	Jul 13, 2022	Age EstimationSpeaker Verification	CodeCode Available	1
Rank consistent ordinal regression for neural networks with application to age estimation	Jan 20, 2019	Age And Gender ClassificationAge Estimation	CodeCode Available	1
Deep Ordinal Regression with Label Diversity	Jun 29, 2020	Age EstimationDiversity	CodeCode Available	1
DAA: A Delta Age AdaIN operation for age estimation via binary code transformer	Mar 14, 2023	Age EstimationTransfer Learning	CodeCode Available	1
Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization	Jul 22, 2024	Age EstimationMRI segmentation	CodeCode Available	1
Attention-Guided Discriminative Region Localization and Label Distribution Learning for Bone Age Assessment	May 30, 2020	Age Estimationregression	CodeCode Available	1
Age Estimation Using Expectation of Label Distribution Learning	Jul 13, 2018	Age EstimationFace Recognition	CodeCode Available	1
Adaptive Mean-Residue Loss for Robust Facial Age Estimation	Mar 31, 2022	Age Estimation	CodeCode Available	1
PFA-GAN: Progressive Face Aging with Generative Adversarial Network	Dec 7, 2020	Age EstimationGenerative Adversarial Network	CodeCode Available	1
K-FACE: A Large-Scale KIST Face Database in Consideration with Unconstrained Environments	Mar 3, 2021	Age EstimationFace Model	CodeCode Available	1
Assessing the Influencing Factors on the Accuracy of Underage Facial Age Estimation	Dec 2, 2020	Age Estimation	—Unverified	0
Applying Artificial Intelligence for Age Estimation in Digital Forensic Investigations	Jan 9, 2022	Age EstimationDiversity	—Unverified	0
AGE2HIE: Transfer Learning from Brain Age to Predicting Neurocognitive Outcome for Infant Brain Injury	Nov 7, 2024	Age EstimationDeep Learning	—Unverified	0
Apparent Age Estimation Using Ensemble of Deep Learning Models	Jun 9, 2016	Age EstimationDeep Learning	—Unverified	0
An Overview of Two Age Synthesis and Estimation Techniques	Jan 26, 2020	Age EstimationFace Verification	—Unverified	0
A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation	Oct 20, 2020	Age EstimationBenchmarking	—Unverified	0
A Constrained Deep Neural Network for Ordinal Regression	Jun 1, 2018	Aesthetics Quality AssessmentAge Estimation	—Unverified	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
Anchored Regression Networks Applied to Age Estimation and Super Resolution	Oct 1, 2017	Age EstimationImage Super-Resolution	—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