ML Research Wiki / Benchmarks / Age Estimation / CACD

CACD

Age Estimation Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: MAE

Top Performing Models

Rank	Model	Paper	MAE	Date	Code
1	MiVOLO-V2 📚	Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation	3.89	2024-03-04	📦 wildchlamydia/mivolo
2	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	3.96	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
3	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	3.96	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
4	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	3.96	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
5	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	3.96	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
6	FaRL+MLP 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	3.96	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
7	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	4.01	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
8	ResNet-50-Regression 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.06	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
9	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	4.07	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark
10	ResNet-50-Unimodal-Concentrated 📚	A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark	4.10	2023-07-10	📦 paplhjak/facial-age-estimation-benchmark

All Papers (13)

Beyond Specialization: Assessing the Capabilities of MLLMs in Age and Gender Estimation

2024

MiVOLO-V2

wildchlamydia/mivolo

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-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-SORD

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

FaRL+MLP

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-Regression

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

Moving Window Regression: A Novel Approach to Ordinal Regression

2022

MWR

nhshin-mcl/mwr

Facial age estimation by deep residual decision making

2019

RNDF

Nicholasli1995/VisualizingNDF ahmed127011/RNDF

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

2019

CORAL

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

CACD

Performance Over Time

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Top Performing Models

All Papers (13)

Beyond Specialization: Assessing the Capabilities of MLLMs in 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

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

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

Moving Window Regression: A Novel Approach to Ordinal Regression

Facial age estimation by deep residual decision making

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

Model	Paper	MAE	Date
MiVOLO-V2	Beyond Specialization: Assessing the Capabilities…	3.89	2024-03-04
ResNet-50-Cross-Entropy	A Call to Reflect on Evaluation Practices for Age…	3.96	2023-07-10
ResNet-50-DLDL	A Call to Reflect on Evaluation Practices for Age…	3.96	2023-07-10
ResNet-50-DLDL-v2	A Call to Reflect on Evaluation Practices for Age…	3.96	2023-07-10
ResNet-50-SORD	A Call to Reflect on Evaluation Practices for Age…	3.96	2023-07-10
FaRL+MLP	A Call to Reflect on Evaluation Practices for Age…	3.96	2023-07-10
ResNet-50-OR-CNN	A Call to Reflect on Evaluation Practices for Age…	4.01	2023-07-10
ResNet-50-Regression	A Call to Reflect on Evaluation Practices for Age…	4.06	2023-07-10
ResNet-50-Mean-Variance	A Call to Reflect on Evaluation Practices for Age…	4.07	2023-07-10
ResNet-50-Unimodal-Concentrated	A Call to Reflect on Evaluation Practices for Age…	4.10	2023-07-10
MWR	Moving Window Regression: A Novel Approach to Ord…	4.41	2022-03-24
RNDF	Facial age estimation by deep residual decision m…	4.60	2019-08-28
CORAL	Rank consistent ordinal regression for neural net…	5.35	2019-01-20