Renal tumor segmentation, visualization, and segmentation confidence using ensembles of neural networks in patients undergoing surgical resection.
Sophie BachanekPaul WuerzbergLorenz BiggemannTanja Yani JanssenManuel NietertJoachim LotzPhilip ZeuschnerAlexander MaßmannAnnemarie UhligJohannes UhligPublished in: European radiology (2024)
Ensembles of neural networks (ENN) segmentation is visualized by color-coded voxelwise tumor probabilities and thresholds. ENN provided a high segmentation accuracy in internal testing and in an independent external test dataset. ENN models provide measures of segmentation confidence which can robustly discriminate between successful and inadequate segmentations.