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01_caption_preprocessing

Image processing Image analysis Image captioning Deep learning Neural networks
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In this workflow we create image feature vectors for each image in the training data using a pretrained InceptionV3 (https://arxiv.org/abs/1512.00567) model. These feature vectors will then be used in workflow 4. to train our caption network. This way we do not need to include a computationally expensive convolutional branch in our network architecture. As output, this workflow will write a table containing a feature vector for each image to the data folder.

External resources

  • COCO Dataset Homepage
  • COCO 2014 Data Download
  • Image Captioning
  • InceptionV3 arXiv

Used extensions & nodes

Created with KNIME Analytics Platform version 4.1.2
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    KNIME Core Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.2

    knime
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    KNIME Deep Learning - Keras Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.0

    knime
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    KNIME Expressions Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.0

    knime
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    KNIME Image Processing Trusted extension

    University of Konstanz / KNIME

    Version 1.8.1

    bioml-konstanz
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