Pathologic Complete Response (pCR) prediction on ISPY-2 5-fold cross-validation (test)
68.44bACCGNN-pCR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GNN-pCRBackbone=ResNet182026.07 | 68.44 | 72.03 | 35.61 | |
| w/o GNNBackbone=ResNet182026.07 | 66.1 | 68.95 | 30.77 | |
| w/o temporal lossBackbone=ResNet182026.07 | 65.89 | 70.25 | 30.47 | |
| 3D-LARTBackbone=ResNet182026.07 | 65.2 | 68.57 | 29.22 | |
| CNNBackbone=ResNet182026.07 | 64.66 | 69.51 | 28.64 | |
| w/o decorrelation lossBackbone=ResNet182026.07 | 63.5 | 65.94 | 26.84 | |
| SSL-TOPCBackbone=ResNet182026.07 | 62.24 | 67.75 | 24.34 | |
| w/o alignment lossBackbone=ResNet182026.07 | 61.62 | 69.36 | 24.9 | |
| CNN + LSTMBackbone=ResNet182026.07 | 61.07 | 68.25 | 22.78 | |
| DINOv3Backbone=ViT-L/162026.07 | 56.28 | 60.2 | 13.16 |