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 201–250 of 254 papers

Title	Date	Tasks	Status
Ordinal Distribution Regression for Gait-based Age Estimation	May 27, 2019	Age Estimationregression	—Unverified
C3AE: Exploring the Limits of Compact Model for Age Estimation	Apr 10, 2019	Age Estimation	CodeCode Available
BridgeNet: A Continuity-Aware Probabilistic Network for Age Estimation	Apr 6, 2019	Age EstimationMORPH	—Unverified
UVA: A Universal Variational Framework for Continuous Age Analysis	Mar 30, 2019	Age EstimationMORPH	—Unverified
On the effect of age perception biases for real age regression	Feb 20, 2019	Age Estimationregression	CodeCode Available
Generalizing semi-supervised generative adversarial networks to regression using feature contrasting	Nov 27, 2018	Age EstimationCrowd Counting	—Unverified
Transfer Learning with Deep CNNs for Gender Recognition and Age Estimation	Nov 18, 2018	Age EstimationData Augmentation	—Unverified
Preliminary Studies on a Large Face Database	Nov 15, 2018	Age EstimationGeneral Classification	—Unverified
A Coupled Evolutionary Network for Age Estimation	Sep 20, 2018	Age EstimationMORPH	—Unverified
Global and Local Consistent Wavelet-domain Age Synthesis	Sep 20, 2018	Age EstimationFace Verification	—Unverified
A Study on Deep Learning Based Sauvegrain Method for Measurement of Puberty Bone Age	Sep 18, 2018	Age EstimationDeep Learning	—Unverified
Multi-Expert Gender Classification on Age Group by Integrating Deep Neural Networks	Sep 6, 2018	Age And Gender ClassificationAge Estimation	—Unverified
Fusion Network for Face-based Age Estimation	Jul 27, 2018	Age EstimationMORPH	—Unverified
Elastic Neural Networks: A Scalable Framework for Embedded Computer Vision	Jul 2, 2018	Age EstimationGeneral Classification	—Unverified
Age and Gender Classification From Ear Images	Jun 14, 2018	Age And Gender ClassificationAge Classification	—Unverified
A Constrained Deep Neural Network for Ordinal Regression	Jun 1, 2018	Aesthetics Quality AssessmentAge Estimation	—Unverified
Deep Cost-Sensitive and Order-Preserving Feature Learning for Cross-Population Age Estimation	Jun 1, 2018	Age Estimation	—Unverified
Mean-Variance Loss for Deep Age Estimation From a Face	Jun 1, 2018	Age EstimationMORPH	—Unverified
Fine-Grained Age Estimation in the wild with Attention LSTM Networks	May 26, 2018	Age And Gender ClassificationAge Estimation	—Unverified
Image Ordinal Classification and Understanding: Grid Dropout with Masking Label	May 8, 2018	Age EstimationClassification	—Unverified
Facial Aging and Rejuvenation by Conditional Multi-Adversarial Autoencoder with Ordinal Regression	Apr 8, 2018	Age EstimationGenerative Adversarial Network	—Unverified
Automatic Prediction of Building Age from Photographs	Apr 6, 2018	Age EstimationPrediction	—Unverified
Gaussian Process Uncertainty in Age Estimation as a Measure of Brain Abnormality	Apr 4, 2018	Age Estimationregression	—Unverified
Modeling of Facial Aging and Kinship: A Survey	Feb 13, 2018	Age EstimationKinship Verification	—Unverified
Deep Regression Forests for Age Estimation	Dec 19, 2017	Age Estimationregression	CodeCode Available
Facial Dynamics Interpreter Network: What are the Important Relations between Local Dynamics for Facial Trait Estimation?	Nov 29, 2017	Age EstimationGender Classification	—Unverified
Attended End-to-end Architecture for Age Estimation from Facial Expression Videos	Nov 23, 2017	Age Estimation	—Unverified
Anchored Regression Networks Applied to Age Estimation and Super Resolution	Oct 1, 2017	Age EstimationImage Super-Resolution	—Unverified
Deep Convolutional Neural Network for Age Estimation based on VGG-Face Model	Sep 6, 2017	Age EstimationFace Model	CodeCode Available
Quantifying Facial Age by Posterior of Age Comparisons	Aug 31, 2017	Age And Gender ClassificationAge Estimation	CodeCode Available
Using Ranking-CNN for Age Estimation	Jul 1, 2017	Age EstimationMulti-class Classification	—Unverified
Soft-Margin Mixture of Regressions	Jul 1, 2017	Age EstimationCrowd Counting	—Unverified
Label Distribution Learning Forests	Feb 20, 2017	Age EstimationRepresentation Learning	—Unverified
Face Aging With Conditional Generative Adversarial Networks	Feb 7, 2017	Age EstimationFace Recognition	CodeCode Available
ChaLearn Looking at People and Faces of the World: Face Analysis Workshop and Challenge 2016	Dec 19, 2016	Age EstimationGender Classification	—Unverified
An All-In-One Convolutional Neural Network for Face Analysis	Nov 3, 2016	Age EstimationAll	CodeCode Available
Joint Gender Classification and Age Estimation by Nearly Orthogonalizing Their Semantic Spaces	Sep 14, 2016	Age EstimationGender Classification	—Unverified
A Unified Gender-Aware Age Estimation	Sep 13, 2016	Age Estimation	—Unverified
Deep Expectation of Real and Apparent Age from a Single Image Without Facial Landmarks	Aug 10, 2016	Age EstimationFace Alignment	—Unverified
Deep Appearance Models: A Deep Boltzmann Machine Approach for Face Modeling	Jul 23, 2016	Age EstimationSuper-Resolution	—Unverified
Apparent Age Estimation Using Ensemble of Deep Learning Models	Jun 9, 2016	Age EstimationDeep Learning	—Unverified
Logistic Boosting Regression for Label Distribution Learning	Jun 1, 2016	Age EstimationFacial Expression Recognition	—Unverified
Ordinal Regression With Multiple Output CNN for Age Estimation	Jun 1, 2016	Age EstimationBinary Classification	—Unverified
Dense CNN Learning with Equivalent Mappings	May 24, 2016	Age EstimationImage Categorization	—Unverified
Face Image Analysis using AAM, Gabor, LBP and WD features for Gender, Age, Expression and Ethnicity Classification	Mar 29, 2016	Age EstimationGeneral Classification	—Unverified
Facial age estimation using BSIF and LBP	Jan 8, 2016	Age Estimationregression	—Unverified
AgeNet: Deeply Learned Regressor and Classifier for Robust Apparent Age Estimation	Nov 13, 2015	Age EstimationTransfer Learning	—Unverified
Beyond Principal Components: Deep Boltzmann Machines for Face Modeling	Jun 1, 2015	Age EstimationFace Recognition	—Unverified
Robust Optimization for Deep Regression	May 25, 2015	Age Estimationobject-detection	CodeCode Available
A Study on Cross-Population Age Estimation	Jun 1, 2014	Age EstimationHuman Aging	—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