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
Facial Age Estimation using Convolutional Neural Networks	May 14, 2021	Age EstimationFace Recognition	CodeCode Available
CASIA-Face-Africa: A Large-scale African Face Image Database	May 8, 2021	Age EstimationFace Recognition	—Unverified
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition	Mar 31, 2021	Age EstimationDomain Adaptation	—Unverified
Hierarchical Attention-based Age Estimation and Bias Estimation	Mar 17, 2021	Age EstimationImage Augmentation	—Unverified
Uncertainty-Based Biological Age Estimation of Brain MRI Scans	Mar 15, 2021	Age EstimationDiagnostic	—Unverified
Integrated Age Estimation Mechanism	Mar 11, 2021	Age Estimation	—Unverified
Adversarial Regression Learning for Bone Age Estimation	Mar 10, 2021	Age Estimationregression	CodeCode Available
Computationally Efficient Wasserstein Loss for Structured Labels	Mar 1, 2021	Age EstimationEmotion Recognition	—Unverified
Improved Brain Age Estimation with Slice-based Set Networks	Feb 8, 2021	Age Estimation	CodeCode Available
Chronological age estimation of lateral cephalometric radiographs with deep learning	Jan 28, 2021	Age EstimationDeep Learning	—Unverified
Convolutional Neural Network-Based Age Estimation Using B-Mode Ultrasound Tongue Image	Jan 27, 2021	Age EstimationLanguage Acquisition	—Unverified
End-to-End Speaker Height and age estimation using Attention Mechanism with LSTM-RNN	Jan 13, 2021	Age EstimationMulti-Task Learning	—Unverified
Deep Repulsive Clustering of Ordered Data Based on Order-Identity Decomposition	Jan 1, 2021	Age EstimationClustering	—Unverified
Assessing the Influencing Factors on the Accuracy of Underage Facial Age Estimation	Dec 2, 2020	Age Estimation	—Unverified
Deep Sequence Learning for Accurate Gestational Age Estimation from a \$25 Doppler Device	Nov 24, 2020	Age EstimationTime Series	—Unverified
Age Gap Reducer-GAN for Recognizing Age-Separated Faces	Nov 11, 2020	Age EstimationFace Recognition	—Unverified
The Aleatoric Uncertainty Estimation Using a Separate Formulation with Virtual Residuals	Nov 3, 2020	Age EstimationDepth Estimation	—Unverified
A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation	Oct 20, 2020	Age EstimationBenchmarking	—Unverified
FOSS: Multi-Person Age Estimation with Focusing on Objects and Still Seeing Surroundings	Oct 15, 2020	Age Estimation	—Unverified
Neurodevelopmental Age Estimation of Infants Using a 3D-Convolutional Neural Network Model based on Fusion MRI Sequences	Oct 7, 2020	Age Estimation	—Unverified
Mini-DDSM: Mammography-based Automatic Age Estimation	Oct 1, 2020	Age EstimationAttribute	—Unverified
Age-Net: An MRI-Based Iterative Framework for Brain Biological Age Estimation	Sep 22, 2020	Age Estimation	CodeCode Available
Fair and accurate age prediction using distribution aware data curation and augmentation	Sep 11, 2020	Age EstimationData Augmentation	CodeCode Available
Patch-based Brain Age Estimation from MR Images	Aug 29, 2020	Age EstimationHippocampus	—Unverified
Convolutional Ordinal Regression Forest for Image Ordinal Estimation	Aug 7, 2020	Age EstimationBinary Classification	—Unverified
Hierarchical Face Aging through Disentangled Latent Characteristics	Aug 1, 2020	Age EstimationMORPH	—Unverified
Adaptive Variance Based Label Distribution Learning For Facial Age Estimation	Aug 1, 2020	Age EstimationMeta-Learning	—Unverified
A Bayesian Evaluation Framework for Subjectively Annotated Visual Recognition Tasks	Jun 20, 2020	Age EstimationAttribute	CodeCode Available
Investigating Bias in Deep Face Analysis: The KANFace Dataset and Empirical Study	May 15, 2020	Age EstimationDeep Learning	—Unverified
Self-Paced Deep Regression Forests with Consideration on Underrepresented Examples	Apr 3, 2020	Age EstimationFairness	—Unverified
Variational Inference and Bayesian CNNs for Uncertainty Estimation in Multi-Factorial Bone Age Prediction	Feb 25, 2020	Age EstimationVariational Inference	—Unverified
Brain Age Estimation Using LSTM on Children's Brain MRI	Feb 20, 2020	Age Estimation	—Unverified
An Overview of Two Age Synthesis and Estimation Techniques	Jan 26, 2020	Age EstimationFace Verification	—Unverified
Competing Ratio Loss for Discriminative Multi-class Image Classification	Dec 25, 2019	Age EstimationClassification	CodeCode Available
The development of blockchain technology	Dec 15, 2019	Age Estimation	—Unverified
Regression with Uncertainty Quantification in Large Scale Complex Data	Dec 4, 2019	Age Estimationregression	—Unverified
Brain age prediction using deep learning uncovers associated sequence variants	Nov 27, 2019	Age EstimationDeep Learning	CodeCode Available
Classification of Neurodevelopmental Age in Normal Infants Using 3D-CNN based on Brain MRI	Oct 27, 2019	Age EstimationGeneral Classification	—Unverified
Organ-based Chronological Age Estimation based on 3D MRI Scans	Oct 14, 2019	Age Estimation	—Unverified
Self-Paced Deep Regression Forests for Facial Age Estimation	Oct 8, 2019	Age EstimationMORPH	—Unverified
Probabilistic Deep Ordinal Regression Based on Gaussian Processes	Oct 1, 2019	Age And Gender ClassificationAge Estimation	—Unverified
Facial age estimation by deep residual decision making	Aug 28, 2019	Age EstimationDecision Making	CodeCode Available
Robust Regression via Deep Negative Correlation Learning	Aug 24, 2019	Age EstimationCrowd Counting	—Unverified
Estimating sex and age for forensic applications using machine learning based on facial measurements from frontal cephalometric landmarks	Aug 6, 2019	Age Estimation	—Unverified
Competing Ratio Loss for Discriminative Multi-class Image Classification	Jul 31, 2019	Age EstimationClassification	—Unverified
Deep Differentiable Random Forests for Age Estimation	Jul 23, 2019	Age Estimationregression	—Unverified
Improving Borderline Adulthood Facial Age Estimation through Ensemble Learning	Jul 2, 2019	Age EstimationEnsemble Learning	—Unverified
Estimating brain age based on a healthy population with deep learning and structural MRI	Jul 1, 2019	Age Estimation	—Unverified
Soft-ranking Label Encoding for Robust Facial Age Estimation	Jun 9, 2019	Age EstimationMORPH	—Unverified
Soft Labels for Ordinal Regression	Jun 1, 2019	Aesthetics Quality AssessmentAge And Gender Classification	—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