Code & data

Software, datasets, atlases, and standards

Everything here is open. Most of it runs on, or is distributed through, our cloud platform; the rest is on GitHub or in the journals’ data repositories. Lab code is at github.com/pestillilab, github.com/francopestilli, and github.com/brainlife.

Platforms and tools

platform

brainlife.io

Open cloud platform that connects neuroimaging data, versioned apps, and outputs with full provenance; runs on cloud and HPC.

tool

ezBIDS

Guided conversion of raw scanner data into the Brain Imaging Data Structure, interoperable with the major archives.

tool

dicompare

Validates and compares MRI acquisition protocols from DICOM metadata, so that sessions from different sites and scanners can be checked against a reference or a shared schema. Python package and web app.

tool

VISCONN

Toolbox for measuring white-matter connectivity between retinotopically matched regions of visual cortex; distributed as brainlife.io apps.

code

LiFE and ENCODE

Linear fascicle evaluation and the multidimensional encoding of connectomes, for evaluating and comparing tractography.

Datasets, atlases and benchmarks

atlas

White Matter Tract Termination Atlas (WMTTA)

Where 61 major tracts terminate on the cortical surface, from 1,062 Human Connectome Project participants, with functional profiles.

benchmark

Tract segmentation generalizability benchmark

1,455 subjects across children, young adults, and aging adults with 61 labeled tracts, for testing deep-learning tract segmentation across datasets.

dataset

Center for Mesoscale Connectomics data

Macaque brains imaged at 10.5 T in vivo and ex vivo, with whole-brain PS-OCT and processing pipelines.

atlas

A taxonomy of the brain's white matter

Twenty-one major tracts defined and named for the 21st century, with reproducible segmentation.

dataset

Open diffusion data derivatives (O3D)

Upcycled diffusion MRI derivatives from public datasets, processed with integrated, reproducible pipelines.

dataset

CHIASM

The human brain albinism and achiasma MRI dataset.

dataset

A labeled clinical-MRI dataset of Nigerian brains

Clinical MRI scans from Nigeria, labeled and shared to broaden the populations represented in neuroimaging.

Standards and governance

standard

BIDS Connectivity

The community extension of the Brain Imaging Data Structure for macroscopic brain connections and the workflows that produce them.

tool

Neurodata governance toolkit

Legal map of 93 countries, decision tools, and a modular neurodata transfer and access agreement, from the BRIDGE program.

Teaching materials

course

Foundations of Psychological Data Science I

Full course as runnable Jupyter notebooks, from the Psychological Data Science organization at UT Austin. MIT license.

course

Foundations of Psychological Data Science II

The second semester of the course, also as open notebooks.