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	Hype
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	0
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression	Jun 6, 2022	Aesthetics Quality AssessmentAge Estimation	CodeCode Available	1
A Demographic Attribute Guided Approach to Age Estimation	May 20, 2022	Age EstimationAttribute	—Unverified	0
Human Language Modeling	May 10, 2022	Age EstimationLanguage Modeling	CodeCode Available	1
OTFPF: Optimal Transport-Based Feature Pyramid Fusion Network for Brain Age Estimation with 3D Overlapped ConvNeXt	May 10, 2022	Age Estimation	CodeCode Available	0
Accelerated functional brain aging in major depressive disorder: evidence from a large scale fMRI analysis of Chinese participants	May 8, 2022	Age Estimation	—Unverified	0
Deep Relation Learning for Regression and Its Application to Brain Age Estimation	Apr 13, 2022	Age Estimationregression	—Unverified	0
Adaptive Mean-Residue Loss for Robust Facial Age Estimation	Mar 31, 2022	Age Estimation	CodeCode Available	1
Balanced MSE for Imbalanced Visual Regression	Mar 30, 2022	Age EstimationFairness	CodeCode Available	2
Moving Window Regression: A Novel Approach to Ordinal Regression	Mar 24, 2022	Age And Gender ClassificationAge Estimation	CodeCode Available	1
Estimation of speaker age and height from speech signal using bi-encoder transformer mixture model	Mar 22, 2022	Age Estimation	CodeCode Available	1
Towards Speaker Age Estimation with Label Distribution Learning	Feb 23, 2022	Age ClassificationAge Estimation	—Unverified	0
Efficacy of Transformer Networks for Classification of Raw EEG Data	Feb 8, 2022	Age ClassificationAge Estimation	—Unverified	0
A comparison study: the impact of age and gender distribution on age estimation	Jan 10, 2022	Age Estimation	CodeCode Available	0
Applying Artificial Intelligence for Age Estimation in Digital Forensic Investigations	Jan 9, 2022	Age EstimationDiversity	—Unverified	0
Improving Face-Based Age Estimation with Attention-Based Dynamic Patch Fusion	Dec 19, 2021	Age Estimation	—Unverified	0
Self-Paced Deep Regression Forests with Consideration of Ranking Fairness	Dec 13, 2021	Age EstimationFairness	CodeCode Available	0
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics	Nov 25, 2021	Active LearningAge Estimation	CodeCode Available	0
Teacher-Student Training and Triplet Loss to Reduce the Effect of Drastic Face Occlusion	Nov 20, 2021	Age EstimationFacial Expression Recognition	—Unverified	0
Facial Information Analysis Technology for Gender and Age Estimation	Nov 17, 2021	Age EstimationClassification	—Unverified	0
Human Age Estimation from Gene Expression Data using Artificial Neural Networks	Nov 4, 2021	Age EstimationData Augmentation	—Unverified	0
LAE : Long-tailed Age Estimation	Oct 25, 2021	Age EstimationData Augmentation	—Unverified	0
Age and Gender Prediction using Deep CNNs and Transfer Learning	Oct 25, 2021	Age ClassificationAge Estimation	—Unverified	0
Learning Speaker Representation with Semi-supervised Learning approach for Speaker Profiling	Oct 24, 2021	Age EstimationRecommendation Systems	CodeCode Available	0
X-model: Improving Data Efficiency in Deep Learning with A Minimax Model	Oct 9, 2021	Age Estimationmodel	—Unverified	0
Bayesian Imbalanced Regression Debiasing	Sep 29, 2021	Age Estimationimbalanced classification	—Unverified	0
VoxCeleb Enrichment for Age and Gender Recognition	Sep 28, 2021	Age Estimationregression	CodeCode Available	1
Phone Duration Modeling for Speaker Age Estimation in Children	Sep 3, 2021	Age Estimationregression	—Unverified	0
Global-Local Transformer for Brain Age Estimation	Sep 3, 2021	Age Estimation	CodeCode Available	1
Generalizing MLPs With Dropouts, Batch Normalization, and Skip Connections	Aug 18, 2021	Age And Gender ClassificationAge Estimation	CodeCode Available	1
Voxel-level Importance Maps for Interpretable Brain Age Estimation	Aug 11, 2021	Age EstimationHippocampus	—Unverified	0
Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRI	Aug 3, 2021	Age EstimationGenerative Adversarial Network	CodeCode Available	0
Recursively Conditional Gaussian for Ordinal Unsupervised Domain Adaptation	Jul 28, 2021	Age EstimationDomain Adaptation	—Unverified	0
Unified Autoregressive Modeling for Joint End-to-End Multi-Talker Overlapped Speech Recognition and Speaker Attribute Estimation	Jul 4, 2021	Age EstimationAttribute	—Unverified	0
Universal Domain Adaptation in Ordinal Regression	Jun 22, 2021	Age EstimationClustering	—Unverified	0
FP-Age: Leveraging Face Parsing Attention for Facial Age Estimation in the Wild	Jun 21, 2021	Age EstimationConstrained Clustering	CodeCode Available	1
using multiple losses for accurate facial age estimation	Jun 17, 2021	Age EstimationClassification	CodeCode Available	0
Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition	Jun 7, 2021	Active LearningAge Estimation	—Unverified	0
Brain Age Estimation From MRI Using Cascade Networks with Ranking Loss	Jun 6, 2021	Age Estimation	CodeCode Available	1
Facial Age Estimation using Convolutional Neural Networks	May 14, 2021	Age EstimationFace Recognition	CodeCode Available	0
CASIA-Face-Africa: A Large-scale African Face Image Database	May 8, 2021	Age EstimationFace Recognition	—Unverified	0
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition	Mar 31, 2021	Age EstimationDomain Adaptation	—Unverified	0
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression	Mar 25, 2021	Aesthetics Quality AssessmentAge And Gender Classification	CodeCode Available	1
Hierarchical Attention-based Age Estimation and Bias Estimation	Mar 17, 2021	Age EstimationImage Augmentation	—Unverified	0
Uncertainty-Based Biological Age Estimation of Brain MRI Scans	Mar 15, 2021	Age EstimationDiagnostic	—Unverified	0
Integrated Age Estimation Mechanism	Mar 11, 2021	Age Estimation	—Unverified	0
Adversarial Regression Learning for Bone Age Estimation	Mar 10, 2021	Age Estimationregression	CodeCode Available	0
K-FACE: A Large-Scale KIST Face Database in Consideration with Unconstrained Environments	Mar 3, 2021	Age EstimationFace Model	CodeCode Available	1
Computationally Efficient Wasserstein Loss for Structured Labels	Mar 1, 2021	Age EstimationEmotion Recognition	—Unverified	0
Improved Brain Age Estimation with Slice-based Set Networks	Feb 8, 2021	Age Estimation	CodeCode Available	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