| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Age Estimation | UTKFace (test) | MAE3.82 | 36 | |
| Social Debiasing | UTKFace In-Domain | MS0.043 | 32 | |
| 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 | |
| Age Estimation | UTKFace | MAE4.15 | 13 | |
| Age Classification | UTKFace (test) | Accuracy76.17 | 12 | |
| Conditional Image Generation | UTKFace 128x128 (test) | SFID1.582 | 10 | |
| Conditional Image Generation | UTKFace 64x64 (test) | SFID0.353 | 10 | |
| Bias Mitigation for Stereotype Queries | UTKFACE Gender | KL Divergence0.004 | 9 | |
| Bias Mitigation for Stereotype Queries | UTKFACE Race | KL Divergence0.041 | 9 | |
| Image Age Estimation | UTKFace | MAE (Years)4.85 | 9 | |
| Image Age Estimation | UTKFace 250 labeled samples | MAE4.85 | 9 | |
| Image Age Estimation | UTKFace 50 labeled samples | MAE4.85 | 9 | |
| Gender Classification | UTKFace (test) | Gender Accuracy98.87 | 9 | |
| Gender Classification | UTKFace Cross-dataset | DoB1.6 | 9 | |
| Conditional Image Generation | UTKFace | Intra-FID0.43 | 7 | |
| Gender Recognition | UTKFace | Accuracy93.79 | 7 | |
| Facial Age Ranking | UTKFace | Kendall's Tau (2-imgs)0.921 | 6 | |
| Image Generation | UTKFace (test) | Intra-FID0.425 | 6 | |
| Age Estimation | UTKFace 34 (test) | MAE4.55 | 6 |