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 101–150 of 254 papers

Title	Date	Tasks	Status
Does pre-training on brain-related tasks results in better deep-learning-based brain age biomarkers?	Jul 11, 2023	Age EstimationDeep Learning	CodeCode Available
Concurrent ischemic lesion age estimation and segmentation of CT brain using a Transformer-based network	Jun 21, 2023	Age EstimationComputed Tomography (CT)	—Unverified
Robust Brain Age Estimation via Regression Models and MRI-derived Features	Jun 8, 2023	Age Estimationregression	—Unverified
SFCNeXt: a simple fully convolutional network for effective brain age estimation with small sample size	May 30, 2023	Age Estimation	—Unverified
TAA-GCN: A Temporally Aware Adaptive Graph Convolutional Network for Age Estimation	May 15, 2023	Age Estimation	CodeCode Available
Noise-Tolerance GPU-based Age Estimation Using ResNet-50	Apr 26, 2023	Age EstimationGPU	—Unverified
Brain Structure Ages -- A new biomarker for multi-disease classification	Apr 13, 2023	Age EstimationAnatomy	—Unverified
Lipschitzness Effect of a Loss Function on Generalization Performance of Deep Neural Networks Trained by Adam and AdamW Optimizers	Mar 29, 2023	Age Estimation	—Unverified
Joint Person Identity, Gender and Age Estimation from Hand Images using Deep Multi-Task Representation Learning	Mar 27, 2023	Age EstimationRepresentation Learning	CodeCode Available
Siamese Graph Learning for Semi-supervised Age Estimation	Mar 13, 2023	Age EstimationDiversity	CodeCode Available
FUSQA: Fetal Ultrasound Segmentation Quality Assessment	Mar 8, 2023	Age EstimationSegmentation	—Unverified
Development of deep biological ages aware of morbidity and mortality based on unsupervised and semi-supervised deep learning approaches	Feb 1, 2023	Age EstimationDeep Learning	—Unverified
Ordinal Label Distribution Learning	Jan 1, 2023	Age Estimation	—Unverified
Deep Learning for Brain Age Estimation: A Systematic Review	Dec 7, 2022	Age EstimationDeep Learning	—Unverified
Determining the Age Range Based on Machine-Learning Methods From Facial Skeletal Angles (Glabella and Maxilla Angle and Length and Width of Piriformis) in CT Scan	Nov 30, 2022	Age Estimation	CodeCode Available
SVLDL: Improved Speaker Age Estimation Using Selective Variance Label Distribution Learning	Oct 18, 2022	Age Estimation	—Unverified
Using deep convolutional neural networks to predict patients age based on ECGs from an independent test cohort	Oct 6, 2022	Age EstimationRhythm	CodeCode Available
Full Kullback-Leibler-Divergence Loss for Hyperparameter-free Label Distribution Learning	Sep 5, 2022	Age Estimationregression	—Unverified
Forensic Dental Age Estimation Using Modified Deep Learning Neural Network	Aug 21, 2022	Age EstimationDeep Learning	—Unverified
Discrete-Constrained Regression for Local Counting Models	Jul 20, 2022	Age EstimationClassification	CodeCode Available
On Merging Feature Engineering and Deep Learning for Diagnosis, Risk-Prediction and Age Estimation Based on the 12-Lead ECG	Jul 13, 2022	Age EstimationBIG-bench Machine Learning	—Unverified
MetaAge: Meta-Learning Personalized Age Estimators	Jul 12, 2022	Age EstimationMeta-Learning	CodeCode Available
Assessing the Performance of Automated Prediction and Ranking of Patient Age from Chest X-rays Against Clinicians	Jul 4, 2022	Age EstimationGenerative Adversarial Network	—Unverified
A Demographic Attribute Guided Approach to Age Estimation	May 20, 2022	Age EstimationAttribute	—Unverified
OTFPF: Optimal Transport-Based Feature Pyramid Fusion Network for Brain Age Estimation with 3D Overlapped ConvNeXt	May 10, 2022	Age Estimation	CodeCode Available
Accelerated functional brain aging in major depressive disorder: evidence from a large scale fMRI analysis of Chinese participants	May 8, 2022	Age Estimation	—Unverified
Deep Relation Learning for Regression and Its Application to Brain Age Estimation	Apr 13, 2022	Age Estimationregression	—Unverified
Towards Speaker Age Estimation with Label Distribution Learning	Feb 23, 2022	Age ClassificationAge Estimation	—Unverified
Efficacy of Transformer Networks for Classification of Raw EEG Data	Feb 8, 2022	Age ClassificationAge Estimation	—Unverified
A comparison study: the impact of age and gender distribution on age estimation	Jan 10, 2022	Age Estimation	CodeCode Available
Applying Artificial Intelligence for Age Estimation in Digital Forensic Investigations	Jan 9, 2022	Age EstimationDiversity	—Unverified
Improving Face-Based Age Estimation with Attention-Based Dynamic Patch Fusion	Dec 19, 2021	Age Estimation	—Unverified
Self-Paced Deep Regression Forests with Consideration of Ranking Fairness	Dec 13, 2021	Age EstimationFairness	CodeCode Available
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics	Nov 25, 2021	Active LearningAge Estimation	CodeCode Available
Teacher-Student Training and Triplet Loss to Reduce the Effect of Drastic Face Occlusion	Nov 20, 2021	Age EstimationFacial Expression Recognition	—Unverified
Facial Information Analysis Technology for Gender and Age Estimation	Nov 17, 2021	Age EstimationClassification	—Unverified
Human Age Estimation from Gene Expression Data using Artificial Neural Networks	Nov 4, 2021	Age EstimationData Augmentation	—Unverified
LAE : Long-tailed Age Estimation	Oct 25, 2021	Age EstimationData Augmentation	—Unverified
Age and Gender Prediction using Deep CNNs and Transfer Learning	Oct 25, 2021	Age ClassificationAge Estimation	—Unverified
Learning Speaker Representation with Semi-supervised Learning approach for Speaker Profiling	Oct 24, 2021	Age EstimationRecommendation Systems	CodeCode Available
X-model: Improving Data Efficiency in Deep Learning with A Minimax Model	Oct 9, 2021	Age Estimationmodel	—Unverified
Bayesian Imbalanced Regression Debiasing	Sep 29, 2021	Age Estimationimbalanced classification	—Unverified
Phone Duration Modeling for Speaker Age Estimation in Children	Sep 3, 2021	Age Estimationregression	—Unverified
Voxel-level Importance Maps for Interpretable Brain Age Estimation	Aug 11, 2021	Age EstimationHippocampus	—Unverified
Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRI	Aug 3, 2021	Age EstimationGenerative Adversarial Network	CodeCode Available
Recursively Conditional Gaussian for Ordinal Unsupervised Domain Adaptation	Jul 28, 2021	Age EstimationDomain Adaptation	—Unverified
Unified Autoregressive Modeling for Joint End-to-End Multi-Talker Overlapped Speech Recognition and Speaker Attribute Estimation	Jul 4, 2021	Age EstimationAttribute	—Unverified
Universal Domain Adaptation in Ordinal Regression	Jun 22, 2021	Age EstimationClustering	—Unverified
using multiple losses for accurate facial age estimation	Jun 17, 2021	Age EstimationClassification	CodeCode Available
Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition	Jun 7, 2021	Active LearningAge Estimation	—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-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