Social Debiasing on FACET Out-of-Domain
0.417MSBiased-prompts
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Biased-promptsBackbone=ViT-B/32, Biases=Gender2024.11 | 0.417 | 0.164 | |
| CLIP-clipBackbone=ViT-H/14, Biases=Gender2024.11 | 0.45 | 0.191 | |
| OursBackbone=ViT-H/14, Biases=Gender2024.11 | 0.455 | 0.217 | |
| OursBackbone=ViT-B/16, Biases=Gender2024.11 | 0.456 | 0.181 | |
| Biased-promptsBackbone=ViT-H/14, Biases=Gender2024.11 | 0.456 | 0.217 | |
| CLIP-clipBackbone=ViT-B/16, Biases=Gender2024.11 | 0.459 | 0.19 | |
| Biased-promptsBackbone=ViT-B/16, Biases=Gender2024.11 | 0.46 | 0.215 | |
| CLIP-clipBackbone=ViT-L/14, Biases=Gender2024.11 | 0.465 | 0.223 | |
| OursBackbone=ViT-B/32, Biases=Gender2024.11 | 0.469 | 0.212 | |
| Biased-promptsBackbone=ViT-L/14, Biases=Gender2024.11 | 0.477 | 0.228 | |
| Original CLIPBackbone=ViT-B/16, Biases=Gender2024.11 | 0.478 | 0.215 | |
| Original CLIPBackbone=ViT-H/14, Biases=Gender2024.11 | 0.483 | 0.25 | |
| OursBackbone=ViT-L/14, Biases=Gender2024.11 | 0.484 | 0.253 | |
| Original CLIPBackbone=ViT-B/32, Biases=Gender2024.11 | 0.485 | 0.225 | |
| Original CLIPBackbone=ViT-L/14, Biases=Gender2024.11 | 0.487 | 0.257 | |
| CLIP-clipBackbone=ViT-B/32, Biases=Gender2024.11 | 0.5 | 0.24 | |
| Biased-promptsBackbone=ViT-B/16, Biases=Age2024.11 | 0.635 | 0.355 | |
| Biased-promptsBackbone=ViT-B/32, Biases=Age2024.11 | 0.663 | 0.366 | |
| Biased-promptsBackbone=ViT-L/14, Biases=Age2024.11 | 0.727 | 0.393 | |
| Original CLIPBackbone=ViT-B/16, Biases=Age2024.11 | 0.744 | 0.367 | |
| CLIP-clipBackbone=ViT-B/16, Biases=Age2024.11 | 0.745 | 0.364 | |
| OursBackbone=ViT-B/16, Biases=Age2024.11 | 0.746 | 0.365 | |
| Original CLIPBackbone=ViT-L/14, Biases=Age2024.11 | 0.749 | 0.379 | |
| OursBackbone=ViT-B/32, Biases=Age2024.11 | 0.751 | 0.37 | |
| Original CLIPBackbone=ViT-B/32, Biases=Age2024.11 | 0.752 | 0.388 | |
| CLIP-clipBackbone=ViT-L/14, Biases=Age2024.11 | 0.753 | 0.386 | |
| CLIP-clipBackbone=ViT-B/32, Biases=Age2024.11 | 0.754 | 0.397 | |
| OursBackbone=ViT-L/14, Biases=Age2024.11 | 0.754 | 0.362 | |
| Original CLIPBackbone=ViT-H/14, Biases=Age2024.11 | 0.764 | 0.39 | |
| OursBackbone=ViT-H/14, Biases=Age2024.11 | 0.766 | 0.399 | |
| CLIP-clipBackbone=ViT-H/14, Biases=Age2024.11 | 0.769 | 0.385 | |
| Biased-promptsBackbone=ViT-H/14, Biases=Age2024.11 | 0.79 | 0.433 |