ML Research Wiki / Benchmarks / Age Estimation / UTKFace

UTKFace

Age Estimation Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: MAE

Top Performing Models

Rank	Model	Paper	MAE	Date	Code
1	MiVOLO-D1 📚	MiVOLO: Multi-input Transformer for Age and Gender Estimation	3.70	2023-07-10	📦 wildchlamydia/mivolo 📦 DILiS-lab/drivers-of-predictive-aleatoric-uncertainty
2	FaRL+MLP 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	3.87	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
3	VOLO-D1 age&gender	MiVOLO: Multi-input Transformer for Age and Gender Estimation	4.23	2023-07-10	📦 wildchlamydia/mivolo 📦 DILiS-lab/drivers-of-predictive-aleatoric-uncertainty
4	ResNet-50-SORD 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.36	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
5	MWR	Moving Window Regression: A Novel Approach to Ordinal Regression	4.37	2022-03-24	📦 nhshin-mcl/mwr
6	ResNet-50-Cross-Entropy 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.38	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
7	ResNet-50-DLDL 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.39	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
8	ResNet-50-OR-CNN 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.40	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
9	ResNet-50-DLDL-v2 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.42	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
10	ResNet-50-Mean-Variance 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.42	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark

All Papers (14)

MiVOLO: Multi-input Transformer for Age and Gender Estimation

2023

MiVOLO-D1

wildchlamydia/mivolo DILiS-lab/drivers-of-predictive-aleatoric-uncertainty

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

FaRL+MLP

paplhjak/facial-age-estimation-benchmark

MiVOLO: Multi-input Transformer for Age and Gender Estimation

2023

VOLO-D1 age&gender

wildchlamydia/mivolo DILiS-lab/drivers-of-predictive-aleatoric-uncertainty

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-SORD

paplhjak/facial-age-estimation-benchmark

Moving Window Regression: A Novel Approach to Ordinal Regression

2022

MWR

nhshin-mcl/mwr

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-Cross-Entropy

paplhjak/facial-age-estimation-benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-DLDL

paplhjak/facial-age-estimation-benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-OR-CNN

paplhjak/facial-age-estimation-benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-DLDL-v2

paplhjak/facial-age-estimation-benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-Mean-Variance

paplhjak/facial-age-estimation-benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-Unimodal-Concentrated

paplhjak/facial-age-estimation-benchmark

Deep Ordinal Regression with Label Diversity

2020

Randomized Bins

axeber01/dold

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

2023

ResNet-50-Regression

paplhjak/facial-age-estimation-benchmark

Rank consistent ordinal regression for neural networks with application to age estimation

2019

CORAL

Raschka-research-group/coral-cnn ck37/coral-ordinal

UTKFace

Performance Over Time

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Top Performing Models

All Papers (14)

MiVOLO: Multi-input Transformer for Age and Gender Estimation

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

MiVOLO: Multi-input Transformer for Age and Gender Estimation

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

Moving Window Regression: A Novel Approach to Ordinal Regression

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

Deep Ordinal Regression with Label Diversity

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark

Rank consistent ordinal regression for neural networks with application to age estimation

Model	Paper	MAE	Date
MiVOLO-D1	MiVOLO: Multi-input Transformer for Age and Gende…	3.70	2023-07-10
FaRL+MLP	A Call to Reflect on Evaluation Practices for Age…	3.87	2023-07-10
VOLO-D1 age&gender	MiVOLO: Multi-input Transformer for Age and Gende…	4.23	2023-07-10
ResNet-50-SORD	A Call to Reflect on Evaluation Practices for Age…	4.36	2023-07-10
MWR	Moving Window Regression: A Novel Approach to Ord…	4.37	2022-03-24
ResNet-50-Cross-Entropy	A Call to Reflect on Evaluation Practices for Age…	4.38	2023-07-10
ResNet-50-DLDL	A Call to Reflect on Evaluation Practices for Age…	4.39	2023-07-10
ResNet-50-OR-CNN	A Call to Reflect on Evaluation Practices for Age…	4.40	2023-07-10
ResNet-50-DLDL-v2	A Call to Reflect on Evaluation Practices for Age…	4.42	2023-07-10
ResNet-50-Mean-Variance	A Call to Reflect on Evaluation Practices for Age…	4.42	2023-07-10
ResNet-50-Unimodal-Concentrated	A Call to Reflect on Evaluation Practices for Age…	4.47	2023-07-10
Randomized Bins	Deep Ordinal Regression with Label Diversity	4.55	2020-06-29
ResNet-50-Regression	A Call to Reflect on Evaluation Practices for Age…	4.72	2023-07-10
CORAL	Rank consistent ordinal regression for neural net…	5.39	2019-01-20