Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Model . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Model . 2025
License: CC BY
Data sources: Datacite
ZENODO
Model . 2025
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

Spherical DeepFixel Model Weights and Testing Data

Authors: Saunders, Adam;

Spherical DeepFixel Model Weights and Testing Data

Abstract

DeepFixel: Crossing white matter fiber identification through spherical convolutional neural networks Testing data is stored in `fissile_data.tar.gz`. Each .mat file contains 10 examples of crossing fibers separated using FISSILE. `total_fod` is the total fiber orientation distribution function represented as 28 spherical harmonic coefficients in mrtrix format (https://mrtrix.readthedocs.io/en/latest/concepts/spherical_harmonics.html). `separate_fod` is the separated fiber orientation distribution functions found by FISSILE in the frame of the fiber `rotate_separate_fod` is the separated fiber orientation distribution functions found by FISSILE in the frame of the image `est_theta`, `est_phi`, `est_v` are the estimated polar angle, azimuthal angle, and volume fraction of the separated fiber orientation distribution functions `true_theta`, `true_phi`, `true_v` are the simulated angles and volume fractions `true_fod` is the simulated fiber orientation distribution function based on `est_theta`, `est_phi`, `est_v` `best_model_mlp.pth` is the multilayer perceptron model trained to separate 2 and 3 fibers `best_model_scnn.pth` is the spherical CNN model trained to separate 2 and 3 fibers (recommended) See https://github.com/MASILab/spherical_deep_fixel for more info and code to use the data.

Related Organizations
  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average