| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Age Estimation | UTKFace (test) | MAE3.82 | 36 | |
| Bias Mitigation for Stereotype Queries | UTKFACE Gender | KL Divergence0.004 | 33 | |
| Bias Mitigation for Stereotype Queries | UTKFACE Race | KL Divergence0.027 | 33 | |
| Social Debiasing | UTKFace In-Domain | MS0.043 | 32 | |
| Age Estimation | UTKFace | MAE4.15 | 30 | |
| Image Retrieval | UTKFace (test) | White7.8 | 18 | |
| Age Estimation | UTKFace-B 80% symmetric noise | MRAE74.78 | 16 | |
| Age Estimation | UTKFace-B 60% symmetric noise | MRAE25.46 | 16 | |
| Age Estimation | UTKFace-B 40% symmetric noise | MRAE8.88 | 16 | |
| Age Estimation | UTKFace-B 20% symmetric noise | MRAE2.22 | 16 | |
| Image Retrieval | UTKFace | White Group Score44.4 | 15 | |
| Multi-Task Learning | UTKFace (test) | Age MAE0.135 | 14 | |
| Gender Classification | UTKFace (test) | Gender Accuracy98.87 | 14 | |
| Regression | UTKFace Zero-shot (test) | Average MAE9.46 | 12 | |
| Regression | UTKFace Few-shot (test) | Average MAE6.71 | 12 | |
| Regression | UTKFace Medium-shot (test) | Average MAE6.03 | 12 | |
| Regression | UTKFace Many-shot (test) | Average MAE4.34 | 12 | |
| Regression | UTKFace (test) | Average Metric Rank2.67 | 12 | |
| Age Classification | UTKFace (test) | Accuracy76.17 | 12 | |
| Image Regression | UTKFace (test) | Gaussian Noise Performance0.688 | 11 | |
| Conditional Image Generation | UTKFace 128x128 (test) | SFID1.582 | 10 | |
| Conditional Image Generation | UTKFace 64x64 (test) | SFID0.353 | 10 | |
| Age estimation | UTKFace v1 (test) | MAE4.46 | 9 | |
| Semi-supervised Regression | UTKFace | MAE6.852 | 9 | |
| Gender Classification | UTKFace | Accuracy97.7 | 9 |