Bias Detection on ImageNet-X 1.0 (val)
11.21GT → Detected HITC2B
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| C2BClassifier Backbone=ResNet101_V2, Retrieval Source=CC12M2025.04 | 11.21 | 11.68 | 77.11 | 2.76 | 2.96 | 94.28 | |
| C2BClassifier Backbone=ResNet-50_V2, Retrieval Source=CC12M2025.04 | 11.18 | 11.3 | 77.52 | 2.99 | 2.87 | 94.14 | |
| C2BClassifier Backbone=ResNet152_V2, Retrieval Source=CC12M2025.04 | 11.1 | 12.01 | 76.9 | 2.81 | 2.95 | 94.24 | |
| C2BClassifier Backbone=ViT_B_16_SWAG, Retrieval Source=CC12M2025.04 | 10.85 | 11.07 | 78.08 | 2.64 | 2.7 | 94.66 | |
| C2BClassifier Backbone=ResNet101_V2, Retrieval Source=BING2025.04 | 7.91 | 8.41 | 83.68 | 2.56 | 2.77 | 94.67 | |
| C2BClassifier Backbone=ResNet-50_V2, Retrieval Source=BING2025.04 | 7.8 | 8.53 | 83.66 | 2.6 | 2.98 | 94.42 | |
| C2BClassifier Backbone=ViT_B_16_SWAG, Retrieval Source=BING2025.04 | 7.72 | 7.18 | 85.1 | 2.48 | 2.48 | 95.05 | |
| C2BClassifier Backbone=ResNet152_V2, Retrieval Source=BING2025.04 | 7.53 | 7.93 | 84.54 | 2.75 | 2.79 | 94.46 | |
| B2TClassifier Backbone=ResNet101_V22025.04 | 2.55 | 2.11 | 95.33 | 0.84 | 0.69 | 98.47 | |
| B2TClassifier Backbone=ResNet152_V22025.04 | 2.53 | 1.72 | 95.75 | 0.83 | 0.58 | 98.59 | |
| B2TClassifier Backbone=ResNet-50_V22025.04 | 2.4 | 2.19 | 95.41 | 0.8 | 0.71 | 98.49 | |
| B2TClassifier Backbone=ViT_B_16_SWAG2025.04 | 2.11 | 1.98 | 95.9 | 0.72 | 0.67 | 98.61 |