Social Debiasing on UTKFace In-Domain
0.043MSOurs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OursBackbone=ViT-B/32, Biases=Gender2024.11 | 0.043 | 0.033 | |
| OursBackbone=ViT-B/16, Biases=Gender2024.11 | 0.048 | 0.043 | |
| OursBackbone=ViT-L/14, Biases=Gender2024.11 | 0.057 | 0.026 | |
| CLIP-clipBackbone=ViT-L/14, Biases=Gender2024.11 | 0.059 | 0.021 | |
| Original CLIPBackbone=ViT-B/32, Biases=Gender2024.11 | 0.066 | 0.032 | |
| Original CLIPBackbone=ViT-L/14, Biases=Gender2024.11 | 0.066 | 0.028 | |
| CLIP-clipBackbone=ViT-B/16, Biases=Gender2024.11 | 0.07 | 0.055 | |
| CLIP-clipBackbone=ViT-H/14, Biases=Gender2024.11 | 0.075 | 0.026 | |
| Biased-promptsBackbone=ViT-B/32, Biases=Gender2024.11 | 0.089 | 0.036 | |
| CLIP-clipBackbone=ViT-B/32, Biases=Gender2024.11 | 0.098 | 0.045 | |
| Biased-promptsBackbone=ViT-H/14, Biases=Gender2024.11 | 0.11 | 0.043 | |
| OursBackbone=ViT-H/14, Biases=Gender2024.11 | 0.11 | 0.044 | |
| Biased-promptsBackbone=ViT-L/14, Biases=Gender2024.11 | 0.113 | 0.047 | |
| Original CLIPBackbone=ViT-B/16, Biases=Gender2024.11 | 0.114 | 0.08 | |
| Original CLIPBackbone=ViT-H/14, Biases=Gender2024.11 | 0.127 | 0.056 | |
| Biased-promptsBackbone=ViT-B/16, Biases=Gender2024.11 | 0.179 | 0.062 | |
| CLIP-clipBackbone=ViT-B/16, Biases=Age2024.11 | 0.393 | 0.215 | |
| OursBackbone=ViT-B/32, Biases=Age2024.11 | 0.407 | 0.252 | |
| Original CLIPBackbone=ViT-B/32, Biases=Age2024.11 | 0.412 | 0.253 | |
| OursBackbone=ViT-B/16, Biases=Age2024.11 | 0.414 | 0.231 | |
| CLIP-clipBackbone=ViT-B/32, Biases=Age2024.11 | 0.415 | 0.264 | |
| Original CLIPBackbone=ViT-B/16, Biases=Age2024.11 | 0.421 | 0.229 | |
| Biased-promptsBackbone=ViT-L/14, Biases=Age2024.11 | 0.433 | 0.299 | |
| Biased-promptsBackbone=ViT-H/14, Biases=Age2024.11 | 0.452 | 0.264 | |
| CLIP-clipBackbone=ViT-H/14, Biases=Age2024.11 | 0.457 | 0.209 | |
| OursBackbone=ViT-H/14, Biases=Age2024.11 | 0.473 | 0.219 | |
| Original CLIPBackbone=ViT-H/14, Biases=Age2024.11 | 0.498 | 0.239 | |
| Biased-promptsBackbone=ViT-B/32, Biases=Age2024.11 | 0.522 | 0.409 | |
| OursBackbone=ViT-L/14, Biases=Age2024.11 | 0.577 | 0.27 | |
| Biased-promptsBackbone=ViT-B/16, Biases=Age2024.11 | 0.578 | 0.451 | |
| Original CLIPBackbone=ViT-L/14, Biases=Age2024.11 | 0.619 | 0.335 | |
| CLIP-clipBackbone=ViT-L/14, Biases=Age2024.11 | 0.666 | 0.384 |