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| Resource Name | Proper Citation | Abbreviations | Resource Type |
Description |
Keywords | Resource Relationships | |||||||||||||
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ADHD-200 Preprocessed Data Resource Report Resource Website 1+ mentions |
ADHD-200 Preprocessed Data (RRID:SCR_000576) | ADHD-200 Preprocessed Data | data set, data or information resource | Preprocessed versions of the ADHD-200 Global Competition data including both preprocessed versions of structural and functional datasets previously made available by the ADHD-200 consortium, as well as initial standard subject-level analyses. The ADHD-200 Sample is pleased to announce the unrestricted public release of 776 resting-state fMRI and anatomical datasets aggregated across 8 independent imaging sites, 491 of which were obtained from typically developing individuals and 285 in children and adolescents with ADHD (ages: 7-21 years old). Accompanying phenotypic information includes: diagnostic status, dimensional ADHD symptom measures, age, sex, intelligence quotient (IQ) and lifetime medication status. Preliminary quality control assessments (usable vs. questionable) based upon visual timeseries inspection are included for all resting state fMRI scans. In accordance with HIPAA guidelines and 1000 Functional Connectomes Project protocols, all datasets are anonymous, with no protected health information included. They hope this release will open collaborative possibilities and contributions from researchers not traditionally addressing brain data so for those whose specialties lay outside of MRI and fMRI data processing, the competition is now one step easier to join. The preprocessed data is being made freely available through efforts of The Neuro Bureau as well as the ADHD-200 consortium. They ask that you acknowledge both of these organizations in any publications (conference, journal, etc.) that make use of this data. None of the preprocessing would be possible without the freely available imaging analysis packages, so please also acknowledge the relevant packages and resources as well as any other specific release related acknowledgements. You must be logged into NITRC to download the ADHD-200 datasets, http://www.nitrc.org/projects/neurobureau | mri, fmri, brain, neuroimaging, attention deficit-hyperactivity disorder, anatomical, resting state, child, adolescent, human, young, early adult human, functional imaging, structural imaging |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) is related to: Neuro Bureau has parent organization: Neuro Bureau has parent organization: ADHD-200 Sample |
Attention deficit-hyperactivity disorder | Free, Public, Account required, Acknowledgement requested | nlx_144425 | http://www.nitrc.org/ir/app/template/XDATScreen_report_xnat_projectData.vm/search_element/xnat:projectData/search_field/xnat:projectData.ID/search_value/adhd_200 | SCR_000576 | 2026-08-04 09:40:10 | 4 | ||||||
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C-MIND Database Resource Report Resource Website 1+ mentions |
C-MIND Database (RRID:SCR_014094) | database, data or information resource | A database that contains brain imaging data collected on 3T MRI scanners from over 200 normally developing healthy children from birth to 18 years. The imaging data stored in the C-MIND database are DTI, HARDI, 3DT1W, 3DT2W, concurrent ASL-BOLD scans during two language tasks (Stories and Sentence-Picture Matching), Resting State fMRI and Baseline ASL scans. | database, brain imaging data, children, human brain | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | Public, Account required | https://cmind.research.cchmc.org | SCR_014094 | CMIND Database | 2026-08-04 09:43:20 | 1 | ||||||||
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Umea Brain Arteries Resource Report Resource Website 1+ mentions |
Umea Brain Arteries (RRID:SCR_014752) | atlas, data or information resource | Stereotactic atlases with probabilistic values describing the location of the main cerebral arteries. The data collected are from the COBRA study as described in "COBRA: A prospective multimodal imaging study of dopamine, brain structure and function, and cognition" by Nevalainen et al. | atlas, brain artery, main cerebral artery, cobra, stereotactic | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | Acknowledgement requested | SCR_014752 | 2026-08-04 09:43:31 | 1 | ||||||||||
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Imeka Tractography Service Resource Report Resource Website 1+ mentions |
Imeka Tractography Service (RRID:SCR_014124) | data analysis service, analysis service resource, production service resource, service resource | A diffusion MRI service that handles the processing of diffusion data from raw data to structural connectivity. They provide high angular resolution (HARDI) reconstruction from DTI data with at least 20 gradient directions acquisitions. | data analysis service, mri, diffusion data, ti, high angular resolution, reconstruction, structural connectivity | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | Commercially available | http://www.imeka.ca | SCR_014124 | 2026-08-04 09:43:21 | 3 | |||||||||
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Atlases of amygdala and hippocampus for pediatric populations Resource Report Resource Website |
Atlases of amygdala and hippocampus for pediatric populations (RRID:SCR_014085) | atlas, data or information resource | Anatomical atlases constructed by Computational Anatomy of Johns Hopkins University for analysis of shape vectors. The atlases were generated from segmented hippocampal and amygdala structures in acquired populations of children, adolescents and young adults in neuroimaging studies of major depression disorder (MDD) at Washington University at St Louis. | atlas, amygdala, hippocampus, children, adolescent, young adult, human brain, depression, shape vector, analysis |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) has parent organization: Johns Hopkins University; Maryland; USA |
SCR_014085 | 2026-08-04 09:43:19 | 0 | |||||||||||
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CRL Unbiased and Deformable Spatiotemporal Atlas of the Fetal Brain Resource Report Resource Website 10+ mentions |
CRL Unbiased and Deformable Spatiotemporal Atlas of the Fetal Brain (RRID:SCR_014176) | atlas, data or information resource | An atlas of of the fetal brain from MRI of normal fetuses scanned prenatally generated using a mathematical framework. The atlas shows the inter-subject anatomic variability of the fetal brain over the fetal brain growth period and is currently available between 27 weeks gestational age to 35 weeks. It has been constructed following an unbiased minimum distance template estimation approach which utilizes symmetric diffeomorphic deformation and the cross-correlation (CC) similarity metric integrated with kernel regression in age. | atlas, fetal brain, mri, fetal brain growth, normal fetus |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) has parent organization: CHB Computational Radiology Laboratory |
PMID:25485391 | Available to the research community | http://crl.med.harvard.edu/research/fetal_brain_atlas/ | SCR_014176 | Computational Radiology Laboratory Unbiased and Deformable Spatiotemporal Atlas of the Fetal Brain | 2026-08-04 09:43:21 | 10 | |||||||
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Waxholm Space Atlas of the Sprague Dawley Rat Brain Resource Report Resource Website 10+ mentions |
Waxholm Space Atlas of the Sprague Dawley Rat Brain (RRID:SCR_017124) | WHS-SD-atlas | waxholm atlas, atlas, data or information resource | Open access volumetric atlas of anatomical delineations of rat brain based on structural contrast in isotropic magnetic resonance and diffusion tensor images acquired ex vivo from 80 day old male Sprague Dawley rat at Duke Center for In Vivo Microscopy. Spatial reference is provided by Waxholm Space coordinate system. Location of bregma and lambda are identified as anchors towards stereotaxic space. Application areas include localization of signal in non structural images. Atlas, MRI and DTI volumes, and diffusion tensor data are shared in NIfTI format. | volumetric, atlas, anatomical, delineation, rat, brain, structural, contrast, isotropic, MIR, DTI, male, Sprague Dawley, image |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) is related to: ITK-SNAP is related to: PMOD Software is related to: Duke University; North Carolina; USA has parent organization: University of Oslo; Oslo; Norway works with: MeshView works with: VisuAlign |
Research Council of Norway ; EC Human Brain Project ; NIBIB P41 EB015897; NCI U24 CA092656 |
PMID:24726336 PMID:25585022 |
Free, Available for download, Freely available | SCR_017124 | WHS SD rat atlas, WHS_SD_rat_atlas, WHS-SD-rat-atlas | 2026-08-04 09:44:05 | 35 | ||||||
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Intra- and inter-scanner reliability of RS-fMRI BOLD and ASL with eyes closed vs. eyes open Resource Report Resource Website |
Intra- and inter-scanner reliability of RS-fMRI BOLD and ASL with eyes closed vs. eyes open (RRID:SCR_016935) | database, data or information resource | Data collected from subjects scanned 3 times (V1, V2, V3), with V1 and V2 on a scanner, V3 on another scanner in another site. Resting state blood oxygenation level dependent functional MRI (BOLD fMRI), pseudo continuous arterial spin labeling (pCASL), and high resolution 3D T1 imaging were performed under eyes open (EO) and eyes closed (EC) conditions. | neuroimaging, dataset, resting, state, functional, magnetic, resonance, imaging, investigate, intra, inter, scanner, reliability, scaled, subprofile, model, principal, component, analysis, blood, oxygenation, level, dependent, image, arterial, spin, labeling |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) has parent organization: Hangzhou Normal University; Hangzhou; China |
Natural Science Foundation of China ; Qian Jiang Distinguished Professor program |
PMID:29887795 | SCR_016935 | 2026-08-04 09:44:01 | 0 | |||||||||
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MIITRA atlas Resource Report Resource Website 1+ mentions |
MIITRA atlas (RRID:SCR_017566) | atlas, data or information resource | Atlas for studies of older adult brain. Includes T1-weighted template of older adult brain and tissue probability maps. Exhibits high image sharpness, provides higher inter-subject spatial normalization accuracy compared to other standardized templates and similar normalization accuracy to well-constructed study-specific templates. | Older, adult, brain, tissue, probability, map, standardized, template | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | NIA R01 AG052200 | Free, Available for download, Freely available | https://www.nitrc.org/frs/?group_id=1407&release_id=4156 | SCR_017566 | Multichannel Illinois Institute of Technology and Rush University Aging atlas | 2026-08-04 09:44:09 | 4 | |||||||
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ONPRC18 Multimodal MRI Atlas Resource Report Resource Website 100+ mentions |
ONPRC18 Multimodal MRI Atlas (RRID:SCR_019073) | atlas, data or information resource | Atlas includes co-registered templates constructed from MR images frequently used to characterize macroscopic brain structure T2/SPACE and T1/MP-RAGE, and diffusion tensor imaging template. | Atlas data, MRI, MR image, imaging template, macroscopic brain structure, T2/SPACE, T1/MP-RAGE, diffusion tensor imaging template | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | Free, Freely available | SCR_019073 | 2026-08-04 09:44:28 | 143 | ||||||||||
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LONI Debabeler Resource Report Resource Website |
LONI Debabeler (RRID:SCR_001160) | Debabeler | software application, software resource | Software to manage the conversion of imaging data from one file format and convention to another. It consists of a graphical user interface to visually program the translations, and a data translation engine to read, sort and translate the input files, and write the output files to disk. The data translation engine: (1) Reads metadata from a set of image files on disk to identify the source that produced each file; (2) Groups the image files into user-defined collections using image metadata values; (3) Translates each image file collection by reading metadata and pixel data and mapping the data into the appropriate output file format through a programmable set of connected modules. The Debabeler uses the Java Image I/O Plugin Architecture to read and write a wide variety of common medical image file formats, including ANALYZE, MINC, and most variations of DICOM. | workflow, java, analyze, dicom, minc, nifti-1, neuroimaging, file format, translation, magnetic resonance |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) is listed by: Biositemaps has parent organization: University of California at Los Angeles; California; USA |
NCRR 9P41EB015922-15; NCRR 2-P41-RR-013642-15 |
PMID:15670695 | Free, Available for download, Freely available | nif-0000-00321 | http://www.nitrc.org/projects/debabeler | SCR_001160 | 2026-08-04 09:40:19 | 0 | |||||
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MEG Tools Resource Report Resource Website |
MEG Tools (RRID:SCR_000661) | MEG Tools | software application, software resource | A software program for source imaging Magnetoencephalographic data. Now MEG tools has added Imaged Coherence mapping, Talairach and MNI coordinates, Grainger Causality. MEG Tools also includes MR-FOCUSS, ECD, Beamformers and many other useful MEG tools. This is a Matlab-based software module that is used to image MEG data onto a patient's MRI. This software imports all MEG manufacture's data (4D-Neuroimaging/BTi, CTF and Neuromag/Elekta). | eeg, meg, electrocorticography, image reconstruction, matlab, microsoft, win32 (ms windows), mri | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | Free, Available for download, Freely available | nlx_155792 | http://www.nitrc.org/projects/meg-tools | SCR_000661 | 2026-08-04 09:40:11 | 0 | |||||||
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BRAINSCortex Resource Report Resource Website |
BRAINSCortex (RRID:SCR_001082) | BRAINSCortex | software application, software resource, software toolkit | THIS RESOURCE IS NO LONGER IN SERVICE. Documented on May 23,2023. A suite of tools to generate the cortical surface of the brain. The surface is generated in the middle of grey matter and can be used to measure surface features including cortical depth and curvature. | analyze, application, c++, console (text based), linux, macos, microsoft, morphology, magnetic resonance, nifti, nrrd, posix/unix-like, quantification, brain. surface |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) is listed by: INCF Software Center has parent organization: BRAINSTools |
Free, Available for download, Freely available | nlx_155698 | http://www.nitrc.org/projects/brainscortex | SCR_001082 | 2026-08-04 09:40:18 | 0 | |||||||
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PsychoPy Resource Report Resource Website 1000+ mentions |
PsychoPy (RRID:SCR_006571) | PsychoPy | software application, software resource | Open source application to allow the presentation of stimuli and collection of data for a wide range of neuroscience, psychology and psychophysics experiments. It is intended as a free, powerful alternative to Presentation or e-Prime. | console (text based), experimental control, freebsd, linux, macos, microsoft, magnetic resonance, posix/unix-like, python, win32 (ms windows), windows, neuroscience, psychology, psychophysics |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) is listed by: Debian has parent organization: University of Nottingham; Nottingham; United Kingdom |
PMID:17254636 PMID:19198666 |
GNU General Public License | nlx_155928 | http://www.nitrc.org/projects/psychopy, https://sources.debian.org/src/psychopy/ | SCR_006571 | PsychoPy - Psychology software in Python | 2026-08-04 09:41:37 | 1975 | |||||
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Spatial Analysis 3D Resource Report Resource Website |
Spatial Analysis 3D (RRID:SCR_002563) | SA3D | software application, software resource | A user-friendly, graphical user interface (GUI) that allows statistical and visual manipulations of real and simulated three-dimensional spatial point patterns. The analyses use files containing sets of X, Y, Z coordinates. These point patterns are frequently coordinates of cells of specific cell classes within in volumes of tissue derived from microscopy analyses. The analyses are scale independent so spatial analyses of coordinates from larger and smaller scale distributions are possible. The software can also generate sample sets of X, Y, Z coordinates for program exploration and modeling purposes. | eeg, meg, electrocorticography, matlab, modeling, magnetic resonance, position, quantification, simulation, statistical operation, cell, microscopy |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) has parent organization: University of California at Santa Barbara; California; USA |
NIMH MH-069997; NEI EY-011087 |
PMID:18644136 | Free, Available for download, Freely available | nlx_155969 | http://www.nitrc.org/projects/sa3d | SCR_002563 | 2026-08-04 09:40:40 | 0 | |||||
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ShapeComplexAtlas Resource Report Resource Website |
ShapeComplexAtlas (RRID:SCR_002553) | ShapeComplexAtlas | software application, software resource | A Matlab demo for constructing a neuro-anatomical shape complex atlas from 3D MRI brain structures, based on the paper Ting Chen, Anand Rangarajan, Stephan J. Eisenschenk and Baba C. Vemuri, Construction of a Neuroanatomical Shape Complex Atlas from 3D MRI Brain Structures. In NeuroImage, Volume 60, Page 1778-1787, 2012 | atlas application, matlab, magnetic resonance, mri, shape complex atlas |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) has parent organization: University of Florida; Florida; USA |
NSF RI-IIS 0954032; NSF IIS 1143963 |
PMID:22305953 PMID:20879384 |
Free, Available for download, Freely available | nlx_155960 | http://www.nitrc.org/projects/shapecomplex | SCR_002553 | 2026-08-04 09:40:42 | 0 | |||||
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SPHARM-PDM Toolbox Resource Report Resource Website |
SPHARM-PDM Toolbox (RRID:SCR_002546) | SPHARM-PDM Toolbox | software application, software resource | Software tool that computes point-based models using a parametric boundary description for the computing of Shape analysis. The point-based models computed with the SPHARM-PDM tool can be used in combination with the also UNC designed statistical tool shapeAnalysisMANCOVA to perform quantitative morphological assessment of structural changes at speci?c locations. Shape analysis has become of increasing interest to the medical community due to its potential to precisely locate morphological changes between healthy and pathological structures. | analyze, c++, console (text based), macos, microsoft, magnetic resonance, nifti, nrrd, posix/unix-like, quantification, quantitative shape analysis, shape analysis, shape decomposition, spherical harmonics, surface analysis, win32 (ms windows), windows |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) is related to: INCF Software Center has parent organization: National Alliance for Medical Image Computing has parent organization: University of North Carolina at Chapel Hill; North Carolina; USA |
PMID:24027625 | Free, Available for download, Freely available | nlx_155953 | http://www.nitrc.org/projects/spharm-pdm | SCR_002546 | UNC SPHARM-PDM, SPHARM-PDM UNC Toolbox | 2026-08-04 09:40:40 | 0 | |||||
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Working Memory Trainer Resource Report Resource Website |
Working Memory Trainer (RRID:SCR_002617) | WM Trainer | software application, software resource | A stand-alone axecutable under all main Windows OS for training the working memory. The WM Trainer looks and behaves a little bit like a video-game and has been specifically conceived for children attending the primary school. However, it can be used purposefully by people of any age, including adult and elderly. This application features highest graphic quality, a powerful adaptive engine for the difficulty level, a database of users and statistical tools to evaluate the progress. Currently English, French and Italian are supported, but any language can be easily supported. | clinical neuroinformatics, memory, french, italian | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | Free | nlx_156022 | SCR_002617 | 2026-08-04 09:40:41 | 0 | ||||||||
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scikit-learn Resource Report Resource Website 10000+ mentions |
scikit-learn (RRID:SCR_002577) | scikit-learn | software application, software resource | scikit-learn: machine learning in Python | algorithm, discriminant analysis, independent component analysis, linear, macos, microsoft, modeling, magnetic resonance, nonlinear, posix/unix-like, principal component analysis, python, regression, statistical operation, windows, data mining, data analysis, classification, clustering, dimensionality reduction, model selection, preprocessing, machine learning | is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) | PMID:24600388 | Free, Available for download, Freely available | nlx_155979 | http://www.nitrc.org/projects/scikit-learn | SCR_002577 | scikit-learn: machine learning in Python | 2026-08-04 09:40:41 | 12132 | |||||
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PyMVPA Resource Report Resource Website 100+ mentions |
PyMVPA (RRID:SCR_006099) | PyMVPA | software application, software resource, software toolkit | A Python package intended to ease statistical learning analyses of large datasets. It offers an extensible framework with a high-level interface to a broad range of algorithms for classification, regression, feature selection, data import and export. While it is not limited to the neuroimaging domain, it is eminently suited for such datasets. PyMVPA is truly free software (in every respect) and additionally requires nothing but free-software to run. Decoding patterns of neural activity onto cognitive states is one of the central goals of functional brain imaging. Standard univariate fMRI analysis methods, which correlate cognitive and perceptual function with the blood oxygenation-level dependent (BOLD) signal, have proven successful in identifying anatomical regions based on signal increases during cognitive and perceptual tasks. Recently, researchers have begun to explore new multivariate techniques that have proven to be more flexible, more reliable, and more sensitive than standard univariate analysis. Drawing on the field of statistical learning theory, these new classifier-based analysis techniques possess explanatory power that could provide new insights into the functional properties of the brain. However, unlike the wealth of software packages for univariate analyses, there are few packages that facilitate multivariate pattern classification analyses of fMRI data. This Python-based, cross-platform, open-source software toolbox software toolbox for the application of classifier-based analysis techniques to fMRI datasets makes use of Python's ability to access libraries written in a large variety of programming languages and computing environments to interface with the wealth of existing machine learning packages. | python, machine learning, fmri, eeg, neuroimaging, image analysis, scripting, multivariate pattern analysis, brain, meg, extracellular recording, algorithm, reusable library, analyze, c, console (text based), eeg, meg, electrocorticography, frequency domain, independent component analysis, linear, modeling, magnetic resonance, multivariate analysis, nifti, nonlinear, os independent, pet, spect, principal component analysis, python, regression, spatial transformation, statistical operation, temporal transformation, workflow |
is listed by: NeuroImaging Tools and Resources Collaboratory (NITRC) is related to: neurodebian is related to: CoSMoMVPA has parent organization: Dartmouth College; New Hampshire; USA has parent organization: Otto-von-Guericke University Magdeburg; Saxony-Anhalt; Germany |
German Academic Exchange Service PPP-USA D/05/504/7; NIMH MH080526; NSF SBE 0751008; James McDonnell Foundation 220020127 |
PMID:19184561 PMID:19212459 PMID:20582270 |
MIT License | nlx_151596 | http://www.nitrc.org/projects/pymvpa | SCR_006099 | Python MVPA, Multivariate Pattern Analysis in Python, PyMVPA - Multivariate Pattern Analysis in Python | 2026-08-04 09:41:30 | 140 |
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