Social Debiasing on Fairface Out-of-Domain
0.094MaxSkew (MS)Biased-prompts
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Biased-promptsBackbone=ViT-B/32, Biases=Gender2024.11 | 0.094 | 0.027 | |
| CLIP-clipBackbone=ViT-L/14, Biases=Gender2024.11 | 0.097 | 0.03 | |
| OursBackbone=ViT-B/16, Biases=Gender2024.11 | 0.101 | 0.032 | |
| OursBackbone=ViT-B/32, Biases=Gender2024.11 | 0.108 | 0.039 | |
| CLIP-clipBackbone=ViT-B/16, Biases=Gender2024.11 | 0.133 | 0.038 | |
| CLIP-clipBackbone=ViT-H/14, Biases=Gender2024.11 | 0.135 | 0.045 | |
| Original CLIPBackbone=ViT-B/32, Biases=Gender2024.11 | 0.138 | 0.054 | |
| OursBackbone=ViT-H/14, Biases=Gender2024.11 | 0.155 | 0.056 | |
| Biased-promptsBackbone=ViT-B/16, Biases=Gender2024.11 | 0.161 | 0.048 | |
| Biased-promptsBackbone=ViT-H/14, Biases=Gender2024.11 | 0.172 | 0.055 | |
| OursBackbone=ViT-L/14, Biases=Gender2024.11 | 0.175 | 0.064 | |
| Original CLIPBackbone=ViT-L/14, Biases=Gender2024.11 | 0.185 | 0.071 | |
| Biased-promptsBackbone=ViT-L/14, Biases=Gender2024.11 | 0.191 | 0.06 | |
| Original CLIPBackbone=ViT-H/14, Biases=Gender2024.11 | 0.193 | 0.079 | |
| Original CLIPBackbone=ViT-B/16, Biases=Gender2024.11 | 0.218 | 0.088 | |
| CLIP-clipBackbone=ViT-B/32, Biases=Gender2024.11 | 0.253 | 0.105 | |
| CLIP-clipBackbone=ViT-H/14, Biases=Age2024.11 | 0.519 | 0.34 | |
| Biased-promptsBackbone=ViT-L/14, Biases=Age2024.11 | 0.564 | 0.412 | |
| Biased-promptsBackbone=ViT-H/14, Biases=Age2024.11 | 0.564 | 0.387 | |
| OursBackbone=ViT-H/14, Biases=Age2024.11 | 0.565 | 0.366 | |
| OursBackbone=ViT-L/14, Biases=Age2024.11 | 0.568 | 0.332 | |
| Original CLIPBackbone=ViT-H/14, Biases=Age2024.11 | 0.569 | 0.368 | |
| OursBackbone=ViT-B/16, Biases=Age2024.11 | 0.606 | 0.41 | |
| Original CLIPBackbone=ViT-B/32, Biases=Age2024.11 | 0.617 | 0.416 | |
| OursBackbone=ViT-B/32, Biases=Age2024.11 | 0.627 | 0.416 | |
| CLIP-clipBackbone=ViT-B/16, Biases=Age2024.11 | 0.643 | 0.43 | |
| Original CLIPBackbone=ViT-B/16, Biases=Age2024.11 | 0.657 | 0.433 | |
| CLIP-clipBackbone=ViT-B/32, Biases=Age2024.11 | 0.659 | 0.435 | |
| Original CLIPBackbone=ViT-L/14, Biases=Age2024.11 | 0.672 | 0.433 | |
| CLIP-clipBackbone=ViT-L/14, Biases=Age2024.11 | 0.679 | 0.432 | |
| Biased-promptsBackbone=ViT-B/32, Biases=Age2024.11 | 0.701 | 0.497 | |
| Biased-promptsBackbone=ViT-B/16, Biases=Age2024.11 | 0.777 | 0.55 |