Smiling Classification on CelebA curated 1:5 class imbalance 1.0
0.9682AUCSemCovNet
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SemCovNet2026.02 | 0.9682 | 0.9231 | 0.8333 | 0.8963 | 0.9025 | 0.032 | 0.2737 | 0 | 0.301 | |
| ENet-B0+CBLBackbone=ENet-B0, Loss=CBL2026.02 | 0.9588 | 0.8777 | 0.859 | 0.7423 | 0.8001 | 0.0205 | 0.3 | 0 | 0.322 | |
| GroupDRO2026.02 | 0.9429 | 0.8876 | 0.8205 | 0.8625 | 0.7875 | 0.0315 | 0.2966 | 0 | 0.2981 | |
| CLIP2026.02 | 0.9389 | 0.8119 | 0.7949 | 0.7861 | 0.8165 | 0.0415 | 0.348 | 0 | 0.3086 | |
| MONET2026.02 | 0.9361 | 0.8269 | 0.7308 | 0.5 | 0.4551 | 0.1502 | 0.2828 | 0 | 0.3059 | |
| ENet-B0+ASLBackbone=ENet-B0, Loss=ASL2026.02 | 0.855 | 0.6527 | 0.5 | 0.7375 | 0.7596 | 0.0366 | 0.6919 | 0 | 0.2801 |