What's next
A roadmap for the future developments of Brainstorm.
Next six months
Data acquisition
- Improve the acquisition of the head points and the registration MEG / MRI
 
Pre-processing
- Extend processing of continuous CTF files to all file formats
 - Continuous viewer: Many small improvements to the usability of its interface
 - Improve detection and correction of artifacts with SSP
 - Co-registration of several MEG runs on one single head position
 - Make all the main operations available in the pipeline editor
 
File formats
- MRI: MINC
 - EEG: Stellate
 EEG: Brain Products / BrainAmp
- Read and display NIRS recordings
 - CTF SAM Beamformer results
 
Functionnal connectivity
- Implementation of methods developed at USC
 
 
Full to-do list
Recordings
- RAW file viewer: 
- Buttons for changing scales (time + amplitude)
 - Add tooltips to all the buttons / shortcuts
 - Adding events using configurable shortcuts (CTRL+number)
 - If "Use SSP " option is selected, automatically select "Remove baseline" and "CTF compensations"
 - Documentation: Add definition of bad segments
 
 - RAW processing: 
- Process correctly CTF files saved without the 3rd order grad correction (apply correction before)
 - Allow to overwrite RAW files (but with a HUGE warning)
 - Update file definition + events if time changes (ex: resample)
 - Make it work for the file formats
 
 - Homogenize a selection of several subjects/conditions 
- Popup menu when more than one study selected
 - Creation of a common channel file (match channels by names, not by order)
 - Register MEG runs (recompute fields for a different set of sensors, MEGCoregister from old brainstorm)
 
 - bst_selections: 
- Add user defined combinations of sensors (eg. "double banana" for EEG)
 - Use this to produce "inversed polarity" displayes too (useful in EEG)
 - Standard setups for al the EEG caps
 
 
Pre-processing
- SSP: 
- Make SSP projections dynamic, and keep the full list instead of always them combining them
 - Take the bad channels in account in the application of the SSP
 - Refresh display after changing the list of bad channels (imported files + raw) so the SSP are applied correctly
 - When processing multiple files: waitbar is all messed up
 - Tune parameters for the automatic detection of heartbeats and eye blinks
 - Write documentation
 
 - Complete processing pipeline: 
- Import + pre-process
 - Sources / head model / noise covariance
 - Project sources
 - Do not generate errors, stay silent and generate a report log that is shown at the end
 
 - Visualize Beamformer results (contact Zainab Fatima): 
- Read CTF SAM .svl
 - Create new file type in the database
 - Display as layers in the MRI viewer
 
 
Other new features
- Intracranial electrodes: 
- Display in the MRI viewer
 - Different data type
 - Display time series
 
 - Stat on scouts / clusters / "matrix"
 - Average: 
- Remember how many trials were used per channel
 - By subject AND condition
 
 - Command-line Brainstorm: for working on clusters (make sure that there are no interface interruptions)
 - GUI: Save configuration of windows (per protocol)
 - MEG protocols: More flexible organization of the database; sub-conditions to allow different runs X different conditions.
 Sources on surface: Display peak regions over time (time = color) => A.Gramfort
- Images of amplitude: [sensor x time], [trial x time], scout: [trial x time] (similaire to erpimage in eeglab)
 - Simulation: synthesize pseudo data-files from a cortex patch (duration, amplitude, noise)
 - Add notes in the folders (text files, visible as nodes in the tree)
 Contact sheets & movies: use average of time windows instead of single instants, for each picture.
Source modeling
- Unconstrained sources: 
- Compute unconstrained and then project on the normal ?
 - Define as default
 - Check all the processes
 - Difference and stat should be: norm(A) - norm(B)
 
 - Overlapping spheres: improve the estimation of the spheres for the frontal lobes
 - Volume grid: 
- Scouts 3D
 - Test volume sources with all the subsequent processes (timefreq, stat...)
 - Optimize: 3D display (better that 9x9 cubes)
 - Optimize: vol_dilate (with 26 neighbors)
 - Optimize: grid_interp_mri
 
 - Magnetic extrapolation: 
- Do the same thing with EEG
 - Optimize bst_extrapm.m, add waitbar
 - Use the noise covariance from the database instead of recomputing it
 
 - Project sources: 
- Adapt smooth factor to the number of vertices
 - Number of neighbors to consider = average number of neighbors in the target mesh.
 - Compute by small time blocks
 
 - Noise covariance matrix: 
- Save nAvg in noisecov file, to make it easier to scale to other recordings
 When deploying to other conditions: Apply destination SSP (NoiseCov = SSP . NoiseCov . SSP' )
 
Anatomy
- BEM: 
- Fix the bumps at the back of the head
 - Surface edges: same color as the surface when color was changed
 
 - Improve ICP registration headpoints / scalp (chanfrein, multi-resolution, see with C Grova...)
 Use BrainVISA / FreeSurfer labeling automatically when importing cortex surface
- ICBM brain 
- MINC MRI reader: EMMA, NIAK (Pierre Bellec), HDF5 directly read in Matlab
 - ICBM average surfaces + atlas
 - Using CIVET pipeline for extracting surfaces
 
 - MRI import: auto-reorientation of MRI after selected NAS / LPA / RPA.
 - Major bug when importing surfaces for an MRI that was re-oriented manually
 - Finalize Brodmann scouts
 Remove NCS/Talairach coordinate system, or fix it => Sylvain, Karim ND
- Clustering cortex: Dimitrios, David, Yu-Teng
 
Processes
- Other processes: 
- Moving average
 - Remove linear trend
 - Power line removal
 - Bug: gradnorm crashes with bad channels
 - Spatial smoothing: check / document parameters
 - Sinusoid removal: fix new function
 
 - Time-frequency: 
- Write script for timefreq tutorial
 - Make much faster and more memory efficient (C functions coded by Matti ?)
 - Power spectrum: computation (FFT/welch, or average of TF) + display(f/Power, 2DLayout)
 - Display stat computed on time-frequency data
 - Display TF maps separately for the two gradiometers (if not: overlap)
 - Source reconstruction by frequency bands
 - Scouts on surface / time-freq
 
 - Process selection interface: 
- Do not reload the list a each display, but once when starting Brainstorm
 - Popup menus: Add a "Process" menu with all the available processes
 - Bug when redimensioning window (with more than one process)
 - isAvgRef: warning quand process necessite des donnees en AVG REF en entree
 - Save "freqband" option when edited from custom processes
 
 
Statistics
- ANOVA: Use LENA functions 
- Output = 1 file per effect, all grouped in a node "ANOVA"
 - Display several ANOVA maps (from several files) on one single figure, using a "graphic accumulator", towards which one can send any type of graphic object
 
 - Permutation tests: 
- t-test only (wilcoxon? sign-test?): paired, equal var, unequal var
 - nb permutations ~ 1000
 - maximum statistic over "time" or "time and space"
 
 - Permutations / clustering: cf fieldtrip
 Threshold in time: keep only the regions that are significative for contiguous blocks of time, or over a certain number of time points
=> Process that creates a static representation of a temporal window
Display
I/O
- EEG File formats: 
- Stellate
 BrainVision / BrainAmp: Get functions from EEGLAB
- Nihon Kohden
 - EDF+
 EEG CeeGraph
NEUROFILE = COHERENCE EEG/video LongTerm Monitoring => Manfred Spueler
- EGI: Finish support for epoched files (formats 3,5,7)
 
 - Other file formats 
- MEG160 (KIT)
 CTF: Read STIM channel and generate MarkerFile
- EEGLAB: Apply ICA matrices, get number of trials for AVG files
 FieldTrip structures: In / Out
- Gzipped Nifti (new BrainVISA standard)
 - Output for all the channel file formats
 Analyze / Nifti:<<BR>>
- Fix output function (output MRIs cannot be imported in SPM)
 - Use correctly field "orient" to align automatically MRI when importing
 
 - Define scouts from SPM / Analyze 3D masks
 Files > 2Gb: display warnings
Geeky programming details
- OpenGL options: {none, software, hardware}
 - Bug: Scout without overlay, adapt scale for each graph when "Uniformize" option is unchecked (mixing sources + zscores)
 - Waitbars: 
- Replace old waitbars with java ones
 - Add a "Cancel" button on waitbars when the bounds are defined (ie. when bst controls the process)
 
 - Double-click doesn't work well on some Linux workstations
 - Bug: Menu "Use default EEG cap" doesn't work for a multiple selection (setting the same EEG cap for several subjects)
 Bug node selection: click on sources > TF: select node-source, not node-condition
- Bug tree_dependencies: sources files, reprojected on default anatomy; If based on data files that are bad trials, they should be ignored by tree_dependencies, and they are not
 - bst_warp and channel_project: Use tess_parametrize_new instead of tess_parametrize
 - Bug in_bst_data_multi: If trials have different sizes, output is random (the one of the first file)...
 sLORETA: Values are now multiplied by 1e12 at loading for display => has do to be done in another way
- Shared kernels: do the "get bad channels" operation in a different way (reading all the files is too slow)
 - Write shepards.m with new algorithm for nearest neighbors
 - Use Matlab Coder to compile / optimize some processes
 - Optimize calls to bst_get, now study and subject have necessarily the same folder name
 
Distribution & documentation
- Version with big fonts for live demos
 Add Help buttons and menus (in popups, dialog windows...) => Links to the website.
- List of all the shortcuts
 - Send email to registered users to anounce major improvements
 - Script tutorials: 
- Update them to reflect all the recent changes
 - Script for the time-frequency computation
 
 - Introduction tutorials: 
- Estimate time to complete each tutorial
 - Clusters
 Anatomy: Segmentation with FreeSurfer
- First steps: Brainstorm preferences
 - Headmodel: explain the fields + how to get the constrained leadfield
 - Coordinate sytems: How to convert between the different coordinates systems in scripts
 - Sources: Modelized data
 - Sources: theshold min. size (not documented yet)
 - Scouts: Atlases of Tzourio-Mazoyer and Brodman
 - Processes: Describe all the processes
 - Processes: How to write your own processes (user folder for processes)
 - Processes: Processing RAW files
 - Import raw recordings: Add "detect bad trials/channels" in the pipeline
 
 - Advanced tutorials: 
- MNE sample dataset
 - EEG (How to import an EEG cap)
 MRI segmentation with FreeSurfer => David Wheland
How to make and compress a movie (Brainstorm + VirtualDub + XVid)
 - Display the "What's new" page after downloading new version of brainstorm
 - Ask users to send their channel files, align on Colin, distribute
 
