Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | WCCNet DenseNet-121 | 0.947 | No | - | - | - |
| 2 | RGP DenseNet-169 | 0.934 | No | - | - | - |
| 3 | WCCNet ResNet-50 | 0.931 | No | - | - | - |
| 4 | WCCNet ResNet-101 | 0.926 | No | - | - | - |
| 5 | WCCNet ResNet-34 | 0.923 | No | - | - | - |
| 6 | GGP DenseNet-169 | 0.922 | No | - | - | - |
| 7 | WCCNet VGG16 | 0.915 | No | - | - | - |
| 8 | WCCNet ResNet-18 | 0.913 | No | - | - | - |
| 9 | AlexNet+Sparse MIL INbr. Auto. | 0.89 | No | Deep Multi-instance Networks with Sparse Label A... | 2017-05-23 | Code |
| 10 | WCCNet AlexNet | 0.87 | No | - | - | - |
| 11 | Avg pooling DenseNet-169 | 0.862 | No | - | - | - |
| 12 | AlexNet+Label Assign. MIL INbr. Auto. | 0.84 | No | Deep Multi-instance Networks with Sparse Label A... | 2017-05-23 | Code |
| 13 | Max pooling DenseNet-169 | 0.837 | No | - | - | - |
| 14 | AlexNet+Max Pooling MIL | 0.83 | No | Deep Multi-instance Networks with Sparse Label A... | 2017-05-23 | Code |
| 15 | PHYSEnet (n=2) | 0.814 | Yes | Multi-View Hypercomplex Learning for Breast Canc... | 2022-04-12 | Code |
| 16 | PHResNet18 (n=2) | 0.793 | Yes | Multi-View Hypercomplex Learning for Breast Canc... | 2022-04-12 | Code |
| 17 | AlexNet | 0.79 | No | Deep Multi-instance Networks with Sparse Label A... | 2017-05-23 | Code |
| 18 | PHYBOnet (n=4) | 0.764 | No | Multi-View Hypercomplex Learning for Breast Canc... | 2022-04-12 | Code |
| 19 | Pretrained CNN + Random Forest | 0.76 | No | - | - | - |