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U-Net 2D - Decoding Layer

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Sep 23, 2020 6:26 AM
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This component can be used for the decoding layers of a U-Net for 2D data (the corresponding encoding layers can be created using the U-Net 2D - Encoding Layer component). The following layers are used: * Transposed Convolution 2D Layer * Concatenate Layer * Convolution 2D Layer * Dropout Layer * Convolution 2D Layer The following inputs should be passed from the U-Net 2D - Encoding Layer Component as flow variables: * Filter size for the Convolution layers * Activation Function for the Colnvolution layers * Kernel Size for the Convolution layers * Dropout Rate for the Dropout layer * Random seed for the Dropout layer and for the Kernel Initializer of the Convolution layers * Kernel size (and Strides) for the Transposed Convolution layer (correspondes to the Pool Size from the Max Pooling layer) * Strides for the Convolution layers * Padding for the Convolution layers * Kernel Initializer for the Convolution layers The required extensions: - KNIME Deep Learning - Keras Integration

Component details

Input ports
  1. Type: Keras Deep Learning Network
    Port 1
    Convoluted Keras Layers
  2. Type: Keras Deep Learning Network
    Port 2
    Convoluted and Max Pooling Keras Layers
Output ports
  1. Type: Keras Deep Learning Network
    Port 1
    Encoded and Decoded U-Net

Used extensions & nodes

Created with KNIME Analytics Platform version 4.2.1
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.1

    knime
  • Go to item
    KNIME Deep Learning - Keras IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.1

    knime

This component does not have nodes, extensions, nested components and related workflows

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