Debiased Image Retrieval on Occupation 1 Gender (test)
0Absolute Bias @ 100PBM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PBMvariant=Ground-truth Gender and Skin-tone2023.05 | 0 | 49.1 | |
| PBMvariant=Zero-shot Prompt2023.05 | 0.056 | 46.1 | |
| PBMvariant=Zero-shot Embedding2023.05 | 0.0969 | 49.8 | |
| PBMvariant=Supervised Classifier2023.05 | 0.1404 | 50.3 | |
| Adversarial Training2023.05 | 0.2316 | 44 | |
| CLIP-FairExpec2023.05 | 0.2498 | 47 | |
| MI-clip2023.05 | 0.3769 | 47 | |
| CLIP Original2023.05 | 0.6231 | 58.3 | |
| Random Selection2023.05 | 0.637 | — | |
| Debias Prompt2023.05 | 0.6373 | 59.3 |