Supervised ML without manual annotation? Makes sense for 3D data. But how? See our 3D UNet implementation for small animal brain masking at today's #emim2021 poster session w/ @hendrik_klug

#smallanimalMRI #freeandopenscience #samri #neuroimaging

https://www.researchgate.net/publication/354124133_Machine_Learning_Enabled_Brain_Segmentation_for_Small_Animal_Neuroimaging_Registration

(PDF) Machine Learning Enabled Brain Segmentation for Small Animal Neuroimaging Registration

PDF | In biomedical imaging, between-subject comparability is attained at the voxel level via image registration. This process requires several data... | Find, read and cite all the research you need on ResearchGate

Our newest article on preclinical MRI preprocessing — don't use repurposed human workflows, use native workflows for the species you're working with, and get better results :)

https://doi.org/10.1016/j.neuroimage.2021.118386

#fMRI #neuroimaging #freeandopenscience #Python #FOSS #openscience #preclinical

SAMRI — Comprehensive Small Animal MRI Workflows | EMIM 2020 | Global

YouTube

Whole-brain map of VTA dopaminergic stilumation in the mouse, as seen at #ISMRM2020

https://youtu.be/K6Kg6KFyrA4

Analysis and data fully open source and accessible for hacking/reproduction: https://bitbucket.org/TheChymera/opfvta/src

#freeandopenscience #opendata #python #linux #neuroscience #SAMRI

Whole-Brain opto-fMRI Map of Mouse VTA Dopaminergic Stimulation | ISMRM 2020 | Global

YouTube

Automatically reposit Bruker ParaVision data into the BIDS format.

Video summary of our newest neuroimaging methods article.

https://youtu.be/ee2oVe-8KHU

#fMRI #FOSS #scientificsoftware #Python #Linux #freeandopenscience #reproducibility #videoabstract #sciencevideo

Standards-Compliant Repositing of Small Animal MRI Data | Article Video Summary

YouTube

Our newest preprint on dopaminergic fMRI mapping in the mouse:
https://www.biorxiv.org/content/10.1101/2020.04.03.023648v1

The source code is public ( https://bitbucket.org/TheChymera/opfvta ) and contains volumetric maps in NIfTI format registered to a standard space. You can just download and reuse them!

#neuroscience #preclinicalMRI #foss #freeandopenscience #openscience

wasserth/niicat

This is a tool to quickly preview nifti images on the terminal - wasserth/niicat

Reproducible Publishing — Reference Poster Implementation

As scientific work becomes increasingly collaborative and automated, reproducibility becomes increasingly vital for sharing and integrating scientific results. For most researchers, however, reproducibility remains a nebulous ideal, the benefits of which are considered more theoretical and indirect, than practical and immediate. Here we showcase an open-source reference implementation of a technology stack which makes the benefits of reproducibility accessible via a reusable document template. The prevalent and currently most accessible medium of exchange for high-level (i.e. semantic) scientific results is that of the document. As this medium (including e.g. posters and articles) is static, it encourages the creation of work which is unreproducible. We present an infrastructure which addresses this issue, without compromising content sharing standards, by automatically generating variable article elements (e.g. figures and statistics) directly from code and data.

So I've been notified two days in advance that I'm giving a pitch and presenting a poster. Guess it's time to stock up on some caffeine..

Also, since I'm doing this, join the event!

https://drive.google.com/file/d/1MOvnImPQoPo76-i_mtwb-D0GNth4Qui9/view

#freeandopenscience #earlycareerresearcher #reproduciblepublishing

OILS2019_ConferenceBooklet.pdf