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 1–10 of 254 papers
All datasetsUTKFaceCACDMORPH album2 (Caucasian)AFADAgeDBMORPH Album2 (SE)FGNETMORPH Album2ChaLearn 2015mebeblurfChaLearn 2016IMDB-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 | 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 | 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 |