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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 Uhlig
Published 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.
Keyphrases
  • neural network
  • deep learning
  • convolutional neural network
  • patients undergoing