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Cell Segmentation (Worker)

Cell segmentationImage processingMicroscopy
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Apr 14, 2025 2:10 PM
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The workflow aims to segment cell nuclei from cytoplasm. As a first step the images need to be preprocessed by splitting the channels into separate columns, nuclei and cytoplasm. To correct for background staining and reduce noise, we are performing a background subtraction of the nuclei channel and also apply Gaussian smoothing. For segmentation, we first use the Otsu threshold method to distinguish between foreground and background. Afterwards we identify and label connected components (=nuclei) using the Connected Component Analysis node. Subsequently, we remove cell clumps and too small nuclei. As a last step, we perform a Voronoi based segmentation that identifies and labels the corresponding cytoplasm to the already labeled nuclei.
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Used extensions & nodes

Created with KNIME Analytics Platform version 4.5.2
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.2

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    knime
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    KNIME Basic File System ConnectorsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.2

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    knime
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    KNIME ExpressionsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.5.1

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    knime
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    KNIME Image ProcessingTrusted extension

    University of Konstanz / KNIME

    Version 1.8.3

    bioml-konstanz
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    KNIME Workflow ServicesUnknown extension

    This is an unpublished or unknown extension.

    KNIME AG, Zurich, Switzerland

    Version 4.5.0

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