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DIPY Workshop 2023
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Section Navigation
Quick Start
Getting started with DIPY
Introduction to Basic Tracking
Preprocessing
Reslice diffusion datasets
Between-volumes Motion Correction on DWI datasets
Noise estimation using PIESNO
Denoise images using Non-Local Means (NLMEANS)
Brain segmentation with median_otsu
Patch2Self: Self-Supervised Denoising via Statistical Independence
Denoise images using Local PCA via empirical thresholds
Gradients and Spheres
Denoise images using Adaptive Soft Coefficient Matching (ASCM)
SNR estimation for Diffusion-Weighted Images
Denoise images using the Marcenko-Pastur PCA algorithm
Suppress Gibbs oscillations
Reconstruction
Applying positivity constraints to Q-space Trajectory Imaging (QTI+)
Reconstruct with Diffusion Spectrum Imaging (DSI)
Reconstruction of the diffusion signal with the correlation tensor model (CTI)
DSI Deconvolution (DSID) vs DSI
Calculate SHORE scalar maps
Reconstruct with Generalized Q-Sampling Imaging
Continuous and analytical diffusion signal modelling with 3D-SHORE
Reconstruct with Constant Solid Angle (Q-Ball)
Reconstruction with the Sparse Fascicle Model (SFM)
Calculate DSI-based scalar maps
Reconstruction of the diffusion signal with the kurtosis tensor model (DKI)
Reconstruct with Q-space Trajectory Imaging (QTI)
Reconstruction of the diffusion signal with DTI (single tensor) model
K-fold cross-validation for model comparison
Crossing invariant fiber response function with FORECAST model
Local reconstruction using the Histological ResDNN
Reconstruction of the diffusion signal with the WMTI model (DKI-MICRO)
Using the RESTORE algorithm for robust tensor fitting
Using the free water elimination model to remove DTI free water contamination
Signal Reconstruction Using Spherical Harmonics
Reconstruction with Multi-Shell Multi-Tissue CSD
Continuous and analytical diffusion signal modelling with MAP-MRI
Reconstruction with Constrained Spherical Deconvolution model (CSD)
Intravoxel incoherent motion (IVIM)
Reconstruction of Bingham Functions from ODFs
Mean signal diffusion kurtosis imaging (MSDKI)
Reconstruction with Robust and Unbiased Model-BAsed Spherical Deconvolution (RUMBA)
Estimating diffusion time dependent q-space indices using qt-dMRI
Contextual Enhancement
Crossing-preserving contextual enhancement
Fiber to bundle coherence measures
Fiber Tracking
Surface seeding for tractography
An introduction to the Deterministic Maximum Direction Getter
Parallel Transport Tractography
Bootstrap and Closest Peak Direction Getters Example
Tracking with the Sparse Fascicle Model
Tracking with Robust Unbiased Model-BAsed Spherical Deconvolution (RUMBA-SD)
Introduction to Basic Tracking
Particle Filtering Tractography
An introduction to the Probabilistic Direction Getter
Linear fascicle evaluation (LiFE)
Using Various Stopping Criterion for Tractography
Streamlines Analysis and Connectivity
BUAN Bundle Shape Similarity Score
BUAN Bundle Assignment Maps Creation
Extracting AFQ tract profiles from segmented bundles
Calculation of Outliers with Cluster Confidence Index
Streamline length and size reduction
Calculate Path Length Map
Connectivity Matrices, ROI Intersections and Density Maps
Registration
Groupwise Bundle Registration
Direct Bundle Registration
Diffeomorphic Registration with binary and fuzzy images
Symmetric Diffeomorphic Registration in 3D
Symmetric Diffeomorphic Registration in 2D
Nonrigid Bundle Registration with BundleWarp
Applying image-based deformations to streamlines
Affine Registration with Masks
Affine Registration in 3D
Segmentation
Brain segmentation with median_otsu
Tractography Clustering with QuickBundles
Tissue Classification of a T1-weighted Structural Image
Tractography Clustering - Available Metrics
Fast Streamline Search
Enhancing QuickBundles with different metrics and features
Tractography Clustering - Available Features
Automatic Fiber Bundle Extraction with RecoBundles
Simulation
DSI Deconvolution (DSID) vs DSI
DKI MultiTensor Simulation
MultiTensor Simulation
Multiprocessing
Parallel reconstruction using Q-Ball
Parallel reconstruction using CSD
File Formats
Read/Write streamline files
Visualization
Visualization of ROI Surface Rendered with Streamlines
Visualize bundles and metrics on bundles
Simple volume slicing
Advanced interactive visualization
Workflows
Creating a new workflow.
Creating a new combined workflow
Examples
DIPY
File Formats
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Read/Write streamline files
Read/Write streamline files