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	Hype
UVA: A Universal Variational Framework for Continuous Age Analysis	Mar 30, 2019	Age EstimationMORPH	—Unverified	0
On the effect of age perception biases for real age regression	Feb 20, 2019	Age Estimationregression	CodeCode Available	0
Rank consistent ordinal regression for neural networks with application to age estimation	Jan 20, 2019	Age And Gender ClassificationAge Estimation	CodeCode Available	1
Generalizing semi-supervised generative adversarial networks to regression using feature contrasting	Nov 27, 2018	Age EstimationCrowd Counting	—Unverified	0
Transfer Learning with Deep CNNs for Gender Recognition and Age Estimation	Nov 18, 2018	Age EstimationData Augmentation	—Unverified	0
Preliminary Studies on a Large Face Database	Nov 15, 2018	Age EstimationGeneral Classification	—Unverified	0
A Coupled Evolutionary Network for Age Estimation	Sep 20, 2018	Age EstimationMORPH	—Unverified	0
Global and Local Consistent Wavelet-domain Age Synthesis	Sep 20, 2018	Age EstimationFace Verification	—Unverified	0
A Study on Deep Learning Based Sauvegrain Method for Measurement of Puberty Bone Age	Sep 18, 2018	Age EstimationDeep Learning	—Unverified	0
Multi-Expert Gender Classification on Age Group by Integrating Deep Neural Networks	Sep 6, 2018	Age And Gender ClassificationAge Estimation	—Unverified	0
Fusion Network for Face-based Age Estimation	Jul 27, 2018	Age EstimationMORPH	—Unverified	0
Age Estimation Using Expectation of Label Distribution Learning	Jul 13, 2018	Age EstimationFace Recognition	CodeCode Available	1
Elastic Neural Networks: A Scalable Framework for Embedded Computer Vision	Jul 2, 2018	Age EstimationGeneral Classification	—Unverified	0
Age and Gender Classification From Ear Images	Jun 14, 2018	Age And Gender ClassificationAge Classification	—Unverified	0
Mean-Variance Loss for Deep Age Estimation From a Face	Jun 1, 2018	Age EstimationMORPH	—Unverified	0
Deep Cost-Sensitive and Order-Preserving Feature Learning for Cross-Population Age Estimation	Jun 1, 2018	Age Estimation	—Unverified	0
A Constrained Deep Neural Network for Ordinal Regression	Jun 1, 2018	Aesthetics Quality AssessmentAge Estimation	—Unverified	0
Fine-Grained Age Estimation in the wild with Attention LSTM Networks	May 26, 2018	Age And Gender ClassificationAge Estimation	—Unverified	0
Image Ordinal Classification and Understanding: Grid Dropout with Masking Label	May 8, 2018	Age EstimationClassification	—Unverified	0
Facial Aging and Rejuvenation by Conditional Multi-Adversarial Autoencoder with Ordinal Regression	Apr 8, 2018	Age EstimationGenerative Adversarial Network	—Unverified	0
Automatic Prediction of Building Age from Photographs	Apr 6, 2018	Age EstimationPrediction	—Unverified	0
Gaussian Process Uncertainty in Age Estimation as a Measure of Brain Abnormality	Apr 4, 2018	Age Estimationregression	—Unverified	0
Modeling of Facial Aging and Kinship: A Survey	Feb 13, 2018	Age EstimationKinship Verification	—Unverified	0
Deep Regression Forests for Age Estimation	Dec 19, 2017	Age Estimationregression	CodeCode Available	0
Facial Dynamics Interpreter Network: What are the Important Relations between Local Dynamics for Facial Trait Estimation?	Nov 29, 2017	Age EstimationGender Classification	—Unverified	0
Attended End-to-end Architecture for Age Estimation from Facial Expression Videos	Nov 23, 2017	Age Estimation	—Unverified	0
Anchored Regression Networks Applied to Age Estimation and Super Resolution	Oct 1, 2017	Age EstimationImage Super-Resolution	—Unverified	0
Deep Convolutional Neural Network for Age Estimation based on VGG-Face Model	Sep 6, 2017	Age EstimationFace Model	CodeCode Available	0
Quantifying Facial Age by Posterior of Age Comparisons	Aug 31, 2017	Age And Gender ClassificationAge Estimation	CodeCode Available	0
Soft-Margin Mixture of Regressions	Jul 1, 2017	Age EstimationCrowd Counting	—Unverified	0
Using Ranking-CNN for Age Estimation	Jul 1, 2017	Age EstimationMulti-class Classification	—Unverified	0
Label Distribution Learning Forests	Feb 20, 2017	Age EstimationRepresentation Learning	—Unverified	0
Face Aging With Conditional Generative Adversarial Networks	Feb 7, 2017	Age EstimationFace Recognition	CodeCode Available	0
ChaLearn Looking at People and Faces of the World: Face Analysis Workshop and Challenge 2016	Dec 19, 2016	Age EstimationGender Classification	—Unverified	0
Deep Label Distribution Learning with Label Ambiguity	Nov 6, 2016	Age EstimationClassification	CodeCode Available	1
An All-In-One Convolutional Neural Network for Face Analysis	Nov 3, 2016	Age EstimationAll	CodeCode Available	0
Joint Gender Classification and Age Estimation by Nearly Orthogonalizing Their Semantic Spaces	Sep 14, 2016	Age EstimationGender Classification	—Unverified	0
A Unified Gender-Aware Age Estimation	Sep 13, 2016	Age Estimation	—Unverified	0
Deep Expectation of Real and Apparent Age from a Single Image Without Facial Landmarks	Aug 10, 2016	Age EstimationFace Alignment	—Unverified	0
Deep Appearance Models: A Deep Boltzmann Machine Approach for Face Modeling	Jul 23, 2016	Age EstimationSuper-Resolution	—Unverified	0
Apparent Age Estimation Using Ensemble of Deep Learning Models	Jun 9, 2016	Age EstimationDeep Learning	—Unverified	0
Ordinal Regression With Multiple Output CNN for Age Estimation	Jun 1, 2016	Age EstimationBinary Classification	—Unverified	0
Logistic Boosting Regression for Label Distribution Learning	Jun 1, 2016	Age EstimationFacial Expression Recognition	—Unverified	0
Dense CNN Learning with Equivalent Mappings	May 24, 2016	Age EstimationImage Categorization	—Unverified	0
Face Image Analysis using AAM, Gabor, LBP and WD features for Gender, Age, Expression and Ethnicity Classification	Mar 29, 2016	Age EstimationGeneral Classification	—Unverified	0
Facial age estimation using BSIF and LBP	Jan 8, 2016	Age Estimationregression	—Unverified	0
AgeNet: Deeply Learned Regressor and Classifier for Robust Apparent Age Estimation	Nov 13, 2015	Age EstimationTransfer Learning	—Unverified	0
Beyond Principal Components: Deep Boltzmann Machines for Face Modeling	Jun 1, 2015	Age EstimationFace Recognition	—Unverified	0
Robust Optimization for Deep Regression	May 25, 2015	Age Estimationobject-detection	CodeCode Available	0
A Study on Cross-Population Age Estimation	Jun 1, 2014	Age EstimationHuman Aging	—Unverified	0

Show:10 25 50

← PrevPage 5 of 6Next →

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-Cross-Entropy	MAE	3.96	—	Unverified
9	ResNet-50-DLDL	MAE	3.96	—	Unverified
10	ResNet-50-DLDL-v2	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-DLDL	MAE	3.14	—	Unverified
8	ResNet-50-Cross-Entropy	MAE	3.14	—	Unverified
9	ResNet-50-SORD	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-SORD	MAE	5.81	—	Unverified
5	ResNet-50-Cross-Entropy	MAE	5.81	—	Unverified
6	ResNet-50-DLDL-v2	MAE	5.8	—	Unverified
7	ResNet-50-DLDL	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-Mean-Variance	MAE	2.83	—	Unverified
3	ResNet-50-OR-CNN	MAE	2.83	—	Unverified
4	ResNet-50-Regression	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