Age Estimation on AgeDB-DIR v1 (test)
8.42MAEGCLSS
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GCLSSType=Semi-Supervised, Labeled Data Ratio=1/15, Backbone=ResNet-502025.12 | 8.42 | — | — | — | — | — | — | — | — | |
| CLSSType=Semi-Supervised, Labeled Data Ratio=1/15, Backbone=ResNet-502025.12 | 8.45 | — | — | — | — | — | — | — | — | |
| CPSType=Semi-Supervised, Labeled Data Ratio=1/15, Backbone=ResNet-502025.12 | 8.47 | — | — | — | — | — | — | — | — | |
| RankUpType=Semi-Supervised, Labeled Data Ratio=1/15, Backbone=ResNet-502025.12 | 8.52 | — | — | — | — | — | — | — | — | |
| RegressionType=Supervised, Labeled Data Ratio=1/15, Backbone=ResNet-502025.12 | 8.58 | — | — | — | — | — | — | — | — | |
| Mean-TeacherType=Supervised, Labeled Data Ratio=1/15, Backbone=ResNet-502025.12 | 8.62 | — | — | — | — | — | — | — | — | |
| GCLSSType=Semi-Supervised, Labeled Data Ratio=1/20, Backbone=ResNet-502025.12 | 8.77 | — | — | — | — | — | — | — | — | |
| CLSSType=Semi-Supervised, Labeled Data Ratio=1/20, Backbone=ResNet-502025.12 | 8.88 | — | — | — | — | — | — | — | — | |
| CPSType=Semi-Supervised, Labeled Data Ratio=1/20, Backbone=ResNet-502025.12 | 8.99 | — | — | — | — | — | — | — | — | |
| RankUpType=Semi-Supervised, Labeled Data Ratio=1/20, Backbone=ResNet-502025.12 | 9 | — | — | — | — | — | — | — | — | |
| Mean-TeacherType=Supervised, Labeled Data Ratio=1/20, Backbone=ResNet-502025.12 | 9.05 | — | — | — | — | — | — | — | — | |
| RegressionType=Supervised, Labeled Data Ratio=1/20, Backbone=ResNet-502025.12 | 9.1 | — | — | — | — | — | — | — | — | |
| GCLSSType=Semi-Supervised, Labeled Data Ratio=1/25, Backbone=ResNet-502025.12 | 9.5 | — | — | — | — | — | — | — | — | |
| CLSSType=Semi-Supervised, Labeled Data Ratio=1/25, Backbone=ResNet-502025.12 | 9.59 | — | — | — | — | — | — | — | — | |
| RankUpType=Semi-Supervised, Labeled Data Ratio=1/25, Backbone=ResNet-502025.12 | 9.76 | — | — | — | — | — | — | — | — | |
| CPSType=Semi-Supervised, Labeled Data Ratio=1/25, Backbone=ResNet-502025.12 | 9.83 | — | — | — | — | — | — | — | — | |
| RankUpType=Semi-Supervised, Labeled Data Ratio=1/30, Backbone=ResNet-502025.12 | 9.84 | — | — | — | — | — | — | — | — | |
| GCLSSType=Semi-Supervised, Labeled Data Ratio=1/30, Backbone=ResNet-502025.12 | 9.86 | — | — | — | — | — | — | — | — | |
| CLSSType=Semi-Supervised, Labeled Data Ratio=1/30, Backbone=ResNet-502025.12 | 9.95 | — | — | — | — | — | — | — | — | |
| RegressionType=Supervised, Labeled Data Ratio=1/25, Backbone=ResNet-502025.12 | 9.99 | — | — | — | — | — | — | — | — | |
| Mean-TeacherType=Supervised, Labeled Data Ratio=1/25, Backbone=ResNet-502025.12 | 9.99 | — | — | — | — | — | — | — | — | |
| CPSType=Semi-Supervised, Labeled Data Ratio=1/30, Backbone=ResNet-502025.12 | 9.99 | — | — | — | — | — | — | — | — | |
| Mean-TeacherType=Supervised, Labeled Data Ratio=1/30, Backbone=ResNet-502025.12 | 10.05 | — | — | — | — | — | — | — | — | |
| RegressionType=Supervised, Labeled Data Ratio=1/30, Backbone=ResNet-502025.12 | 10.14 | — | — | — | — | — | — | — | — | |
| Balanced MSE2023.10 | — | 8.97 | 7.65 | 7.43 | 12.65 | 7.78 | 7.65 | 7.45 | 9.99 | |
| CLS2023.10 | — | 9.14 | 6.89 | 8.62 | 14.08 | 7.58 | 6.89 | 8.51 | 11.6 | |
| CLSLDS=true2023.10 | — | 8.75 | 7.17 | 8.29 | 12.27 | 7.63 | 7.17 | 8.3 | 10.14 | |
| CLSLDS=true, RankSim=true2023.10 | — | 7.99 | 6.66 | 7.21 | 11.2 | 6.97 | 6.66 | 7.16 | 9.34 | |
| DC-regression2023.10 | — | 9.7 | 6.82 | 8.77 | 16.16 | 7.65 | 6.82 | 8.7 | 12.55 | |
| DC-regressionLDS=true2023.10 | — | 9.48 | 7.36 | 9.11 | 11.04 | 8.03 | 7.36 | 9.13 | 11.26 | |
| HCA-add2023.10 | — | 8.95 | 6.91 | 8.26 | 13.53 | 7.49 | 6.91 | 8.17 | 11.05 | |
| HCA-addLDS=true2023.10 | — | 8.4 | 7.22 | 7.83 | 11.18 | 7.53 | 7.22 | 7.82 | 9.61 | |
| HCA-addLDS=true, RankSim=true2023.10 | — | 7.82 | 6.67 | 7.12 | 10.59 | 6.94 | 6.67 | 7.07 | 9.1 | |
| HCA-d2023.10 | — | 8.85 | 6.86 | 8.31 | 13.26 | 7.45 | 6.86 | 8.22 | 10.9 | |
| HCA-dLDS=true2023.10 | — | 8.46 | 7.11 | 7.8 | 11.64 | 7.47 | 7.11 | 7.77 | 10.06 | |
| HCA-dLDS=true, RankSim=true2023.10 | — | 7.87 | 6.74 | 7.14 | 10.66 | 7.01 | 6.74 | 7.13 | 9.22 | |
| HCA-mul2023.10 | — | 8.97 | 6.93 | 8.35 | 13.52 | 7.52 | 6.93 | 8.25 | 11.1 | |
| HCA-mulLDS=true2023.10 | — | 8.54 | 7.25 | 8.02 | 11.49 | 7.6 | 7.25 | 8.02 | 9.7 | |
| HCA-mulLDS=true, RankSim=true2023.10 | — | 7.85 | 6.68 | 7.14 | 10.71 | 6.95 | 6.68 | 7.1 | 9.17 | |
| Regression2023.10 | — | 9.72 | 6.62 | 8.8 | 16.66 | 7.57 | 6.61 | 8.73 | 13.48 | |
| RegressionLDS=true2023.10 | — | 9.12 | 6.98 | 8.87 | 13.66 | 7.67 | 6.98 | 8.87 | 10.91 | |
| RegressionLDS=true, RankSim=true2023.10 | — | 7.96 | 6.34 | 7.84 | 11.35 | 6.91 | 6.34 | 7.8 | 9.92 |