Comparison of Image Normalization Methods for Multi-Site Deep Learning

In this study, we evaluate the influence of normalization on the performance of deep learning networks for tumor segmentation and the prediction of the pathological response of locally advanced rectal cancer to neoadjuvant chemoradiotherapy. The techniques were applied to a multicenter and multimoda...

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Bibliographic Details
Main Authors: Steffen Albert, Barbara D. Wichtmann, Wenzhao Zhao, Angelika Maurer, Jürgen Hesser, Ulrike I. Attenberger, Lothar R. Schad, Frank G. Zöllner
Format: Article
Language:English
Published: MDPI AG 2023-08-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/13/15/8923