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Overview

A neurite tracer is a program that extracts the 3D structures of neurons from stacks of electron micrographs of brain tissue, so neuroscientists can infer the connectivity of neurons in a certain volume of the brain without having to manually go through the pictures.

The program works by taking a series of micrographs, and for each picture it traces the contours of neurites (The cellular membranes). Then, the contours are concatenated together into a single 3D models. The resulting models are emitted as a .pov file (Voxels), each model with a different color to ensure they can be told apart.

This is free software distributed under the terms of the MIT License.

Goal

This image is from the paper 3D Segmentation of Neurons from Electron Micrographs by Nathaniel Thomas (MIT), and shows approximately how the program should behave.

Left is the source image, right is the tracing of its neurites. The source image is a cross section of a rat’s visual cortex taken with an electron microscope. The resolution is 26.4 nm in both the vertical and horizontal directions.

Results

Left is the original micrograph, right is the tracing of its neurites (2D slices only).

Tracing of neurites in the visual cortex of a rat

Tracing of neurites in Drosophila neural tissue

Datasets

  • TrakEM2: Provides annotated electron micrographs of brain tissue slices of the Drosophila melanogaster (Fruit fly).
  • Denk-Horstmann dataset: Two thousand slices of rodent cortical tissue.

Papers on the subject

Thanks

  • To the creators of the incredible OpenCV open-source computer vision library.

License

Copyright © 2012-2013 Fernando Borretti

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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An experiment in computer vision.

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