Multi-scale fully convolutional neural networks for histopathology image segmentation: From nuclear aberrations to the global tissue architecture

•Extensive integration of widely different spatial scales, as a “mimicry” of how humans approach analogous tasks, boosts the performance of a standard fully convolutional neural network in cancer segmentation in histopathology images, as shown on three different publicly available datasets.•A family...

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Veröffentlicht in:Medical image analysis 2021-05, Vol.70, p.101996-101996, Article 101996
Hauptverfasser: Schmitz, Rüdiger, Madesta, Frederic, Nielsen, Maximilian, Krause, Jenny, Steurer, Stefan, Werner, René, Rösch, Thomas
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Sprache:eng
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