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 151–200 of 254 papers

Title	Date	Tasks	Status	Hype
Chronological age estimation of lateral cephalometric radiographs with deep learning	Jan 28, 2021	Age EstimationDeep Learning	—Unverified	0
Convolutional Neural Network-Based Age Estimation Using B-Mode Ultrasound Tongue Image	Jan 27, 2021	Age EstimationLanguage Acquisition	—Unverified	0
End-to-End Speaker Height and age estimation using Attention Mechanism with LSTM-RNN	Jan 13, 2021	Age EstimationMulti-Task Learning	—Unverified	0
Deep Repulsive Clustering of Ordered Data Based on Order-Identity Decomposition	Jan 1, 2021	Age EstimationClustering	—Unverified	0
PFA-GAN: Progressive Face Aging with Generative Adversarial Network	Dec 7, 2020	Age EstimationGenerative Adversarial Network	CodeCode Available	1
Assessing the Influencing Factors on the Accuracy of Underage Facial Age Estimation	Dec 2, 2020	Age Estimation	—Unverified	0
Deep Sequence Learning for Accurate Gestational Age Estimation from a \$25 Doppler Device	Nov 24, 2020	Age EstimationTime Series	—Unverified	0
Age Gap Reducer-GAN for Recognizing Age-Separated Faces	Nov 11, 2020	Age EstimationFace Recognition	—Unverified	0
The Aleatoric Uncertainty Estimation Using a Separate Formulation with Virtual Residuals	Nov 3, 2020	Age EstimationDepth Estimation	—Unverified	0
A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation	Oct 20, 2020	Age EstimationBenchmarking	—Unverified	0
FOSS: Multi-Person Age Estimation with Focusing on Objects and Still Seeing Surroundings	Oct 15, 2020	Age Estimation	—Unverified	0
Neurodevelopmental Age Estimation of Infants Using a 3D-Convolutional Neural Network Model based on Fusion MRI Sequences	Oct 7, 2020	Age Estimation	—Unverified	0
Mini-DDSM: Mammography-based Automatic Age Estimation	Oct 1, 2020	Age EstimationAttribute	—Unverified	0
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation	Sep 22, 2020	Age Estimation	CodeCode Available	0
Fair and accurate age prediction using distribution aware data curation and augmentation	Sep 11, 2020	Age EstimationData Augmentation	CodeCode Available	0
Patch-based Brain Age Estimation from MR Images	Aug 29, 2020	Age EstimationHippocampus	—Unverified	0
Convolutional Ordinal Regression Forest for Image Ordinal Estimation	Aug 7, 2020	Age EstimationBinary Classification	—Unverified	0
Adaptive Variance Based Label Distribution Learning For Facial Age Estimation	Aug 1, 2020	Age EstimationMeta-Learning	—Unverified	0
Hierarchical Face Aging through Disentangled Latent Characteristics	Aug 1, 2020	Age EstimationMORPH	—Unverified	0
Learning Expectation of Label Distribution for Facial Age and Attractiveness Estimation	Jul 3, 2020	Age EstimationAttractiveness Estimation	CodeCode Available	1
Deep Ordinal Regression with Label Diversity	Jun 29, 2020	Age EstimationDiversity	CodeCode Available	1
A Bayesian Evaluation Framework for Subjectively Annotated Visual Recognition Tasks	Jun 20, 2020	Age EstimationAttribute	CodeCode Available	0
Attention-Guided Discriminative Region Localization and Label Distribution Learning for Bone Age Assessment	May 30, 2020	Age Estimationregression	CodeCode Available	1
Investigating Bias in Deep Face Analysis: The KANFace Dataset and Empirical Study	May 15, 2020	Age EstimationDeep Learning	—Unverified	0
Order Learning and Its Application to Age Estimation	May 1, 2020	Age Estimation	CodeCode Available	1
Self-Paced Deep Regression Forests with Consideration on Underrepresented Examples	Apr 3, 2020	Age EstimationFairness	—Unverified	0
SimLoss: Class Similarities in Cross Entropy	Mar 6, 2020	Age EstimationGeneral Classification	CodeCode Available	1
Variational Inference and Bayesian CNNs for Uncertainty Estimation in Multi-Factorial Bone Age Prediction	Feb 25, 2020	Age EstimationVariational Inference	—Unverified	0
Brain Age Estimation Using LSTM on Children's Brain MRI	Feb 20, 2020	Age Estimation	—Unverified	0
An Overview of Two Age Synthesis and Estimation Techniques	Jan 26, 2020	Age EstimationFace Verification	—Unverified	0
Competing Ratio Loss for Discriminative Multi-class Image Classification	Dec 25, 2019	Age EstimationClassification	CodeCode Available	0
The development of blockchain technology	Dec 15, 2019	Age Estimation	—Unverified	0
Regression with Uncertainty Quantification in Large Scale Complex Data	Dec 4, 2019	Age Estimationregression	—Unverified	0
Brain age prediction using deep learning uncovers associated sequence variants	Nov 27, 2019	Age EstimationDeep Learning	CodeCode Available	0
Classification of Neurodevelopmental Age in Normal Infants Using 3D-CNN based on Brain MRI	Oct 27, 2019	Age EstimationGeneral Classification	—Unverified	0
Organ-based Chronological Age Estimation based on 3D MRI Scans	Oct 14, 2019	Age Estimation	—Unverified	0
Self-Paced Deep Regression Forests for Facial Age Estimation	Oct 8, 2019	Age EstimationMORPH	—Unverified	0
Probabilistic Deep Ordinal Regression Based on Gaussian Processes	Oct 1, 2019	Age And Gender ClassificationAge Estimation	—Unverified	0
Facial age estimation by deep residual decision making	Aug 28, 2019	Age EstimationDecision Making	CodeCode Available	0
Robust Regression via Deep Negative Correlation Learning	Aug 24, 2019	Age EstimationCrowd Counting	—Unverified	0
Estimating sex and age for forensic applications using machine learning based on facial measurements from frontal cephalometric landmarks	Aug 6, 2019	Age Estimation	—Unverified	0
Competing Ratio Loss for Discriminative Multi-class Image Classification	Jul 31, 2019	Age EstimationClassification	—Unverified	0
Deep Differentiable Random Forests for Age Estimation	Jul 23, 2019	Age Estimationregression	—Unverified	0
Improving Borderline Adulthood Facial Age Estimation through Ensemble Learning	Jul 2, 2019	Age EstimationEnsemble Learning	—Unverified	0
Estimating brain age based on a healthy population with deep learning and structural MRI	Jul 1, 2019	Age Estimation	—Unverified	0
Soft-ranking Label Encoding for Robust Facial Age Estimation	Jun 9, 2019	Age EstimationMORPH	—Unverified	0
Soft Labels for Ordinal Regression	Jun 1, 2019	Aesthetics Quality AssessmentAge And Gender Classification	—Unverified	0
Ordinal Distribution Regression for Gait-based Age Estimation	May 27, 2019	Age Estimationregression	—Unverified	0
C3AE: Exploring the Limits of Compact Model for Age Estimation	Apr 10, 2019	Age Estimation	CodeCode Available	0
BridgeNet: A Continuity-Aware Probabilistic Network for Age Estimation	Apr 6, 2019	Age EstimationMORPH	—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