Referee report. For: A multi-spectral myelin annotation tool for machine learning based myelin quantification [version 3; peer review: 1 approved, 1 approved with reservations]

Mustafa Ozuysal
2022
Myelin is an essential component of the nervous system and myelin damage causes demyelination diseases. Myelin is a sheet of oligodendrocyte membrane wrapped around the neuronal axon. In the fluorescent images, experts manually identify myelin by colocalization of oligodendrocyte and axonal membranes that fit certain shape and size criteria. Because myelin wriggles along x-y-z axes, machine learning is ideal for its segmentation. However, machinelearning methods, especially convolutional neural
more » ... networks (CNNs), require a high number of annotated images, which necessitate expert labor. To facilitate myelin annotation, we developed a workflow and software for myelin ground truth extraction from multi-spectral fluorescent images. Additionally, to the best of our knowledge, for the first time, a set of annotated myelin ground truths for machine learning applications were shared with the community.
doi:10.5256/f1000research.133487.r154267 fatcat:pthpvoprjba3tpr272o24mlk3i