Table 5.
Category | Ref | Dataset | Model | Metrics |
---|---|---|---|---|
Patient Treatment Stratification |
[75] | MRI | CNN | AUC = 0.85 |
[76] | CT | CNN | Acc = 0.87 | |
Treatment Outcome Prediction |
[76] | CT | CNN | Acc = 0.87 |
[77] | CT | CNN | AUC = 0.785 | |
[78] | RNA-seq | VAE/XGBoost | AUC = 0.74 | |
[79] | IHC | XGBoost | Sens = 0.92 | |
[73] | H&E | Hover-Net | Hazard Ratio = 2.94 |
Abbreviations used: IHC—Immunohistochemistry, CNN—Convolutional Neural Network.