SOTAVerified

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

Showing 1–50 of 254 papers

TitleStatusHype
Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender EstimationCode3
FaceXFormer: A Unified Transformer for Facial AnalysisCode3
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified BenchmarkCode2
Balanced MSE for Imbalanced Visual RegressionCode2
FetalCLIP: A Visual-Language Foundation Model for Fetal Ultrasound Image AnalysisCode2
MiVOLO: Multi-input Transformer for Age and Gender EstimationCode2
Faceptor: A Generalist Model for Face PerceptionCode2
Estimation of speaker age and height from speech signal using bi-encoder transformer mixture modelCode1
Semi-Supervised Deep Regression with Uncertainty Consistency and Variational Model Ensembling via Bayesian Neural NetworksCode1
Deep Ordinal Regression with Label DiversityCode1
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified BenchmarkCode1
Brain Age Estimation From MRI Using Cascade Networks with Ranking LossCode1
Human Language ModelingCode1
Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonizationCode1
SwinFace: A Multi-task Transformer for Face Recognition, Expression Recognition, Age Estimation and Attribute EstimationCode1
Ranking-aware adapter for text-driven image ordering with CLIPCode1
SynthBA: Reliable Brain Age Estimation Across Multiple MRI Sequences and ResolutionsCode1
Cross-Age Speaker Verification: Learning Age-Invariant Speaker EmbeddingsCode1
Deep Label Distribution Learning with Label AmbiguityCode1
PFA-GAN: Progressive Face Aging with Generative Adversarial NetworkCode1
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep ModelsCode1
SimLoss: Class Similarities in Cross EntropyCode1
Multimodal brain age estimation using interpretable adaptive population-graph learningCode1
VoxCeleb Enrichment for Age and Gender RecognitionCode1
Order Learning and Its Application to Age EstimationCode1
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware RegressionCode1
K-FACE: A Large-Scale KIST Face Database in Consideration with Unconstrained EnvironmentsCode1
FP-Age: Leveraging Face Parsing Attention for Facial Age Estimation in the WildCode1
Generalizing MLPs With Dropouts, Batch Normalization, and Skip ConnectionsCode1
Global-Local Transformer for Brain Age EstimationCode1
Learning Expectation of Label Distribution for Facial Age and Attractiveness EstimationCode1
Moving Window Regression: A Novel Approach to Ordinal RegressionCode1
Ordinal Classification with Distance Regularization for Robust Brain Age PredictionCode1
Learning-to-Rank Meets Language: Boosting Language-Driven Ordering Alignment for Ordinal ClassificationCode1
DAA: A Delta Age AdaIN operation for age estimation via binary code transformerCode1
Rank consistent ordinal regression for neural networks with application to age estimationCode1
Attention-Guided Discriminative Region Localization and Label Distribution Learning for Bone Age AssessmentCode1
Age Estimation Using Expectation of Label Distribution LearningCode1
Adaptive Mean-Residue Loss for Robust Facial Age EstimationCode1
Towards Machine Unlearning Benchmarks: Forgetting the Personal Identities in Facial Recognition SystemsCode1
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal RegressionCode1
A comparison study: the impact of age and gender distribution on age estimationCode0
Fusing Radiomic Features with Deep Representations for Gestational Age Estimation in Fetal Ultrasound ImagesCode0
Facial Age Estimation using Convolutional Neural NetworksCode0
Adversarial Regression Learning for Bone Age EstimationCode0
Fair and accurate age prediction using distribution aware data curation and augmentationCode0
Brain Age Estimation with a Greedy Dual-Stream Model for Limited DatasetsCode0
An All-In-One Convolutional Neural Network for Face AnalysisCode0
Brain Age Estimation Using Structural MRI: A Clustered Federated Learning ApproachCode0
Facial age estimation by deep residual decision makingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CORALMAE5.39—Unverified
2ResNet-50-RegressionMAE4.72—Unverified
3Randomized BinsMAE4.55—Unverified
4ResNet-50-Unimodal-ConcentratedMAE4.47—Unverified
5ResNet-50-DLDL-v2MAE4.42—Unverified
6ResNet-50-Mean-VarianceMAE4.42—Unverified
7ResNet-50-OR-CNNMAE4.4—Unverified
8ResNet-50-DLDLMAE4.39—Unverified
9ResNet-50-Cross-EntropyMAE4.38—Unverified
10MWRMAE4.37—Unverified
#ModelMetricClaimedVerifiedStatus
1CORALMAE5.35—Unverified
2RNDFMAE4.6—Unverified
3MWRMAE4.41—Unverified
4ResNet-50-Unimodal-ConcentratedMAE4.1—Unverified
5ResNet-50-Mean-VarianceMAE4.07—Unverified
6ResNet-50-RegressionMAE4.06—Unverified
7ResNet-50-OR-CNNMAE4.01—Unverified
8ResNet-50-DLDL-v2MAE3.96—Unverified
9FaRL+MLPMAE3.96—Unverified
10ResNet-50-SORDMAE3.96—Unverified
#ModelMetricClaimedVerifiedStatus
1dLDLFMAE3.02—Unverified
2DRFsMAE2.91—Unverified
3DEXMAE2.68—Unverified
4OLMAE2.41—Unverified
5BridgeNetMAE2.38—Unverified
6AVDLMAE2.37—Unverified
7POEMAE2.35—Unverified
8OrdinalCLIPMAE2.32—Unverified
9DRC-ORIDMAE2.26—Unverified
10MetaAgeMAE2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1CORALMAE3.48—Unverified
2ResNet-50-Unimodal-ConcentratedMAE3.2—Unverified
3ResNet-50-RegressionMAE3.17—Unverified
4ResNet-50-OR-CNNMAE3.16—Unverified
5ResNet-50-Mean-VarianceMAE3.16—Unverified
6ResNet-50-DLDL-v2MAE3.15—Unverified
7ResNet-50-Cross-EntropyMAE3.14—Unverified
8ResNet-50-SORDMAE3.14—Unverified
9ResNet-50-DLDLMAE3.14—Unverified
10FaRL+MLPMAE3.12—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-50-RegressionMAE6.23—Unverified
2ResNet-50-Unimodal-ConcentratedMAE5.9—Unverified
3ResNet-50-Mean-VarianceMAE5.85—Unverified
4ResNet-50-Cross-EntropyMAE5.81—Unverified
5ResNet-50-SORDMAE5.81—Unverified
6ResNet-50-DLDLMAE5.8—Unverified
7ResNet-50-DLDL-v2MAE5.8—Unverified
8ResNet-50-OR-CNNMAE5.78—Unverified
9FaRL+MLPMAE5.64—Unverified
10MiVOLO-D1MAE5.55—Unverified
#ModelMetricClaimedVerifiedStatus
1FaRL+MLPMAE3.04—Unverified
2ResNet-50-OR-CNNMAE2.83—Unverified
3ResNet-50-RegressionMAE2.83—Unverified
4ResNet-50-Mean-VarianceMAE2.83—Unverified
5ResNet-50-DLDL-v2MAE2.82—Unverified
6ResNet-50-Cross-EntropyMAE2.81—Unverified
7ResNet-50-SORDMAE2.81—Unverified
8ResNet-50-DLDLMAE2.81—Unverified
9ResNet-50-Unimodal-ConcentratedMAE2.78—Unverified
#ModelMetricClaimedVerifiedStatus
1AEBFIMAE52—Unverified
2Zhu et al. (Actual)MAE4.58—Unverified
3DRFsMAE3.85—Unverified
4CMAAE-ORMAE3.62—Unverified
5DEXMAE3.09—Unverified
6C3AE (WIKI-IMDB)MAE2.95—Unverified
7BridgeNetMAE2.56—Unverified
8MWRMAE2.23—Unverified
#ModelMetricClaimedVerifiedStatus
1CORALMAE2.59—Unverified
2Hierarchical Attention-based Age Estimation (SE)MAE2.53—Unverified
3MegaAge (w. IMDB-WIKI)MAE2.52—Unverified
4DLDL+VGG-Face (KL, Max)3MAE2.42—Unverified
5MWRMAE2—Unverified
6DLDL-v2 (ThinAgeNet)MAE1.97—Unverified
7MataAgeMAE1.81—Unverified
8Hierarchical Attention-based Age Estimation (RS)MAE1.13—Unverified
#ModelMetricClaimedVerifiedStatus
1MWRMAE2.95—Unverified
2DLDL+VGG-Facee-error0.31—Unverified
3DLDL-v2 (ThinAgeNet)e-error0.27—Unverified
4AgeNete-error0.27—Unverified
5DEXe-error0.26—Unverified
6BridgeNete-error0.26—Unverified
7MetaAgee-error0.25—Unverified
#ModelMetricClaimedVerifiedStatus
1OrdinalCLIPAccuracy61.2—Unverified
2POEAccuracy60.5—Unverified
3SORDAccuracy59.6—Unverified
4GP-DNNORAccuracy57.4—Unverified
5CNNPORAccuracy57.4—Unverified
#ModelMetricClaimedVerifiedStatus
1FaRL+MLPMAE3.38—Unverified
2Mean-Variancee-error0.29—Unverified
3DLDL-v2 (ThinAgeNet)e-error0.27—Unverified
4MetaAgee-error0.27—Unverified
#ModelMetricClaimedVerifiedStatus
1FP-AgeAverage mean absolute error4.68—Unverified
2VOLO-D1 age&genderAverage mean absolute error4.22—Unverified
3MiVOLO-D1Average mean absolute error4.09—Unverified
4MiVOLO-V2Average mean absolute error3.97—Unverified
#ModelMetricClaimedVerifiedStatus
1MiVOLO-D1MAE3.99—Unverified
2MiVOLO-V2MAE3.65—Unverified
#ModelMetricClaimedVerifiedStatus
1FP-AgeAverage mean absolute error6.81—Unverified
#ModelMetricClaimedVerifiedStatus
1CMAAE-ORMAE1.48—Unverified
#ModelMetricClaimedVerifiedStatus
1Inception TimeMean absolute error8.3—Unverified