Hub
Pricing About
  • Software
  • Blog
  • Forum
  • Events
  • Documentation
  • About KNIME
  • KNIME Community Hub
  • l.thomas
  • Spaces
  • Exploitation of qualitative image annotations
  • ImageClassification-DeepLearning
  • 1class-out-of-Nclass
  • Train-VGG16-nClasses
WorkflowWorkflow

DL-VGG16-MultiClassification

Keras Deep-learning Fiji Image-classification
l.thomas profile image

Last edited: 

Drag & drop
Like
Download workflow
Copy short link
Workflow preview
This workflow trains a deep-learning model for image-classification with 2 or more custom image-classes. The model is trained by transfer-learning of a VGG-16 base, pre-trained on the ImageNet dataset. The base remains frozen, only fresh dense classification layers added on top are trained. If you use this workflow please cite: Thomas LSV, Schaefer F and Gehrig J. Fiji plugins for qualitative image annotations: routine analysis and application to image classification [version 1; peer review: 1 approved with reservations] F1000Research 2020, 9:1248 doi: 10.12688/f1000research.26872.1

External resources

  • Example dataset
  • GitHub repository
  • Original workflow
  • Publication
  • YouTube tutorial

Used extensions & nodes

Created with KNIME Analytics Platform version 4.2.3
  • Go to item
    KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.3

    knime
  • Go to item
    KNIME Deep Learning - Keras Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.1

    knime
  • Go to item
    KNIME Expressions Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.2

    knime
  • Go to item
    KNIME Image Processing Trusted extension

    University of Konstanz / KNIME

    Version 1.8.3

    bioml-konstanz
  • Go to item
    KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.3

    knime
  • Go to item
    KNIME JavaScript Views (Labs) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.2

    knime
  • Go to item
    KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.0

    knime
  • Go to item
    KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.2

    knime
  • Go to item
    KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.2.3

    knime
  1. Go to item
  2. Go to item
  3. Go to item
  4. Go to item
  5. Go to item
  6. Go to item
Loading deployments
Loading ad hoc executions

Legal

By using or downloading the workflow, you agree to our terms and conditions.

Discussion
Discussions are currently not available, please try again later.

KNIME
Open for Innovation

KNIME AG
Talacker 50
8001 Zurich, Switzerland
  • Software
  • Getting started
  • Documentation
  • E-Learning course
  • Solutions
  • KNIME Hub
  • KNIME Forum
  • Blog
  • Events
  • Partner
  • Developers
  • KNIME Home
  • KNIME Open Source Story
  • Careers
  • Contact us
Download KNIME Analytics Platform Read more on KNIME Business Hub
© 2023 KNIME AG. All rights reserved.
  • Trademarks
  • Imprint
  • Privacy
  • Terms & Conditions
  • Credits