Breast Cancer Risk Prediction on MRI screening cohort (test)
77.1AUC (1Y)LoGo-MR-RISK
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LoGo-MR-RISKBackbone=ResNet18, FLOPs=354, FPS=182026.04 | 77.1 | 69.6 | 65.8 | 63.9 | 63.3 | 67.9 | 63.1 | |
| LoGo3-MR-RISKBackbone=ResNet18, FLOPs=1082, FPS=62026.04 | 75.4 | 69.7 | 67.5 | 65.9 | 65 | 68.7 | 63 | |
| LoGo3-MR-RISKBackbone=ResNet50, FLOPs=2482, FPS=22026.04 | 72.9 | 69.1 | 66.2 | 63.9 | 62.7 | 67 | 62.9 | |
| 2D ABMILBackbone=ResNet50, FLOPs=802, FPS=52026.04 | 72.4 | 65.1 | 62.5 | 60.6 | 60.6 | 64.2 | 58.9 | |
| LoGo-MR-RISKBackbone=ResNet50, FLOPs=811, FPS=52026.04 | 72.1 | 68 | 65.4 | 63.9 | 63.1 | 66.5 | 62.5 | |
| 2D ABMILBackbone=ResNet18, FLOPs=354, FPS=182026.04 | 71.5 | 68.5 | 64.7 | 63.5 | 62.4 | 66.1 | 61.9 | |
| 2D LSTM-MILBackbone=ResNet50, FLOPs=810, FPS=52026.04 | 71.4 | 65.2 | 62.7 | 62 | 62.1 | 64.6 | 59.8 | |
| 2D TransMILBackbone=ResNet50, FLOPs=802, FPS=52026.04 | 70.9 | 63.7 | 61.5 | 62.1 | 63.8 | 64.4 | 60.3 | |
| 2D MoEBackbone=ResNet50, FLOPs=803, FPS=52026.04 | 70.8 | 65.8 | 64.2 | 63.4 | 63.4 | 65.5 | 61.1 | |
| 2D TransMILBackbone=ResNet18, FLOPs=354, FPS=172026.04 | 68.7 | 63.5 | 61.5 | 60.3 | 60.4 | 62.9 | 59.4 | |
| 2D MambaMILBackbone=ResNet18, FLOPs=354, FPS=172026.04 | 68.3 | 60.2 | 58 | 57.3 | 56.8 | 60.1 | 56.2 | |
| 2D MambaMILBackbone=ResNet50, FLOPs=809, FPS=52026.04 | 68.1 | 62.9 | 59.6 | 57.7 | 58.7 | 61.4 | 57.7 | |
| 2D LSTM-MILBackbone=ResNet18, FLOPs=354, FPS=172026.04 | 67.8 | 64.6 | 61.6 | 58.5 | 57.5 | 62 | 58.8 | |
| 3D MFFNBackbone=ResNet50, FLOPs=1575, FPS=22026.04 | 67.7 | 64 | 62.5 | 61.5 | 61.3 | 63.4 | 61.3 | |
| 2D Baseline (Mean)Backbone=ResNet18, FLOPs=354, FPS=182026.04 | 63.7 | 61.1 | 60 | 55.6 | 54.7 | 59 | 56.2 | |
| 3D MFFNBackbone=ResNet18, FLOPs=1187, FPS=32026.04 | 62.4 | 60.6 | 58.9 | 56.8 | 56.6 | 59.1 | 56.7 | |
| 2D Baseline (Mean)Backbone=ResNet50, FLOPs=801, FPS=52026.04 | 61.6 | 61.2 | 59.8 | 57.8 | 57.5 | 59.6 | 57.4 | |
| 2D MoEBackbone=ResNet18, FLOPs=354, FPS=172026.04 | 61.4 | 59.6 | 57.9 | 59 | 59.9 | 59.6 | 57.6 | |
| 3D BaselineBackbone=ResNet50, FLOPs=1518, FPS=22026.04 | 60 | 57.6 | 57.4 | 58.3 | 58.5 | 58.4 | 55.9 | |
| 3D BaselineBackbone=ResNet18, FLOPs=1170, FPS=42026.04 | 56.8 | 58.1 | 56.7 | 55.1 | 55.6 | 56.5 | 56.4 |