Smiling Classification on CelebA (test)
92.61AccNormal training
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Normal trainingTraining Strategy=Normal training2022.03 | 92.61 | 17.48 | 7.74 | — | — | — | |
| Fair trainingTraining Strategy=Fair training2022.03 | 92.55 | 12.75 | 3.08 | — | — | — | |
| Fair training+FAAPTraining Strategy=Fair training + FAAP2022.03 | 92.49 | 13.26 | 2.81 | — | — | — | |
| Normal training+FAAPTraining Strategy=Normal training + FAAP2022.03 | 92.46 | 14.26 | 3.27 | — | — | — | |
| Unfair training (LF)+FAAPTraining Strategy=Unfair training (LF) + FAAP2022.03 | 91.87 | 12.68 | 3.81 | — | — | — | |
| Unfair training (RG)+FAAPTraining Strategy=Unfair training (RG) + FAAP2022.03 | 91.78 | 13.21 | 3.69 | — | — | — | |
| Unfair training (RG)Training Strategy=Unfair training (RG)2022.03 | 91.76 | 24.39 | 23.06 | — | — | — | |
| Unfair training (LF)Training Strategy=Unfair training (LF)2022.03 | 91.48 | 26.38 | 27.37 | — | — | — | |
| IRMEnv Index=Yes2022.03 | 78.44 | — | — | 75.03 | — | — | |
| ZINEnv Index=No, K=72022.03 | 76.29 | — | — | 67.27 | — | — | |
| ZINEnv Index=No, K=42022.03 | 75.2 | — | — | 63.47 | — | — | |
| group DROEnv Index=Yes2022.03 | 74.28 | — | — | 58.11 | — | — | |
| EIILEnv Index=No2022.03 | 71.45 | — | — | 50.48 | — | — | |
| ZINEnv Index=No, K=12022.03 | 70.79 | — | — | 47.62 | — | — | |
| ERMEnv Index=No2022.03 | 70.76 | — | — | 47.58 | — | — | |
| MiniGPT4Setting=Zero-shot2023.06 | 66.36 | — | — | — | — | — | |
| LAMMSetting=Zero-shot2023.06 | 57.5 | — | — | — | — | — | |
| LfFEnv Index=No2022.03 | 52.97 | — | — | 44.38 | — | — | |
| AdvMethod Category=Nonsampling2022.09 | — | — | — | — | 90.7 | 84.7 | |
| BC+BBMethod Category=Nonsampling2022.09 | — | — | — | — | 92.4 | 92.6 | |
| BMMethod Category=Sampling2022.09 | — | — | — | — | 92.7 | 92.3 | |
| BM + OSMethod Category=Sampling2022.09 | — | — | — | — | 92.7 | 92.2 | |
| DIMethod Category=Nonsampling2022.09 | — | — | — | — | 92 | 91.3 | |
| G-DROMethod Category=Nonsampling2022.09 | — | — | — | — | 93.2 | 92.2 | |
| OSMethod Category=Sampling2022.09 | — | — | — | — | 92.4 | 91.5 | |
| USMethod Category=Sampling2022.09 | — | — | — | — | 92.6 | 92.1 | |
| UWMethod Category=Sampling2022.09 | — | — | — | — | 92.8 | 92.4 | |
| VanillaMethod Category=Nonsampling2022.09 | — | — | — | — | 90.9 | 84.3 |