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webKnossos: efficient online 3D data annotation for connectomics.

Kevin M Boergens1, Manuel Berning1, Tom Bocklisch2

  • 1Department of Connectomics, Max Planck Institute for Brain Research, Frankfurt, Germany.

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|June 13, 2017
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Summary
This summary is machine-generated.

webKnossos is a new tool for annotating 3D electron microscopic data. It significantly speeds up neurite reconstruction for connectomics, making future brain mapping more feasible.

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Area of Science:

  • Neuroscience
  • Computational Biology
  • Microscopy

Background:

  • Connectomics aims to map neural connections.
  • Reconstructing neural circuits from electron microscopy data is challenging and time-consuming.
  • Existing tools limit the scale of connectome mapping.

Purpose of the Study:

  • To introduce webKnossos, an in-browser annotation tool for 3D electron microscopic data.
  • To evaluate the efficiency of webKnossos in reconstructing neural structures.
  • To assess the potential of webKnossos in advancing connectomics research.

Main Methods:

  • Developed webKnossos, an in-browser annotation platform.
  • Implemented a flight mode for single-view egocentric reconstruction.
  • Utilized trained annotator crowds for data annotation.
  • Collected 3D electron microscopic data from mammalian cortex.

Main Results:

  • webKnossos achieved reconstruction speeds of 1.5 ± 0.6 mm/h for axons and 2.1 ± 0.9 mm/h for dendrites.
  • The tool demonstrated a 4- to 13-fold acceleration in neurite reconstruction compared to state-of-the-art methods.
  • Enabled efficient annotation of 3D electron microscopic datasets.

Conclusions:

  • webKnossos significantly enhances the speed and efficiency of neurite reconstruction.
  • The tool facilitates large-scale connectome mapping by overcoming previous limitations.
  • webKnossos is a valuable asset for advancing connectomics research and understanding neural circuits.