Facial Recognition and Modelling on UTKFace

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	MiVOLO-D1	3.7	Yes	MiVOLO: Multi-input Transformer for Age and Gend...	2023-07-10	Code
2	FaRL+MLP	3.87	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
3	VOLO-D1 age&gender	4.23	No	MiVOLO: Multi-input Transformer for Age and Gend...	2023-07-10	Code
4	ResNet-50-SORD	4.36	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
5	MWR	4.37	No	Moving Window Regression: A Novel Approach to Or...	2022-03-24	Code
6	ResNet-50-Cross-Entropy	4.38	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
7	ResNet-50-DLDL	4.39	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
8	ResNet-50-OR-CNN	4.4	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
9	ResNet-50-DLDL-v2	4.42	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
10	ResNet-50-Mean-Variance	4.42	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
11	ResNet-50-Unimodal-Concentrated	4.47	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
12	Randomized Bins	4.55	No	Deep Ordinal Regression with Label Diversity	2020-06-29	Code
13	ResNet-50-Regression	4.72	Yes	A Call to Reflect on Evaluation Practices for Ag...	2023-07-10	Code
14	CORAL	5.39	No	Rank consistent ordinal regression for neural ne...	2019-01-20	Code

#1MiVOLO-D1SOTA
3.7
MAE· Extra Data· 2023-07-10
MiVOLO: Multi-input Transformer for Age and Gender Estimation Code
#2FaRL+MLPSOTA
3.87
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#3VOLO-D1 age&genderSOTA
4.23
MAE· 2023-07-10
MiVOLO: Multi-input Transformer for Age and Gender Estimation Code
#4ResNet-50-SORDSOTA
4.36
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#5MWRSOTA
4.37
MAE· 2022-03-24
Moving Window Regression: A Novel Approach to Ordinal Regression Code
#6ResNet-50-Cross-Entropy
4.38
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#7ResNet-50-DLDL
4.39
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#8ResNet-50-OR-CNN
4.4
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#9ResNet-50-DLDL-v2
4.42
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#10ResNet-50-Mean-Variance
4.42
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#11ResNet-50-Unimodal-Concentrated
4.47
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#12Randomized BinsSOTA
4.55
MAE· 2020-06-29
Deep Ordinal Regression with Label Diversity Code
#13ResNet-50-Regression
4.72
MAE· Extra Data· 2023-07-10
A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark Code
#14CORALSOTA
5.39
MAE· 2019-01-20
Rank consistent ordinal regression for neural networks with application to age estimation Code