SPARCSpy
SPARCSpy Ecosystem
Quickstart
Installation
SPARCSpy workflow
Segmentation
Extraction
Classification
Selection
A walk through the SPARCSpy Ecosystem
Import Required Libraries
Generate the Project Structure
Load Imaging Data
Method 1: loading images from file
Method 2: loading images from numpy array
Looking at the loaded images
Generating a Segmentation
Looking at Segmentation Results
Extracting single-cell images
Look at extracted single-cell images
Classification of extracted single-cells
looking at the generated results
Exporting Cutting countours for excision on the LMD7
SPARCSpy Workflow
SPARCSpy Projects
Project classes
1. Project
2. TimecourseProject
Initializing a SPARCSpy Project
Loading Images into a SPARCSpy project
Config Files
Segmentation
Segmentation classes
1. Segmentation
2. ShardedSegmentation
3. TimecourseSegmentation
4. MultithreadedSegmentation
Segmentation Workflows
WGA segmentation
DAPI segmentation
Cytosol Cellpose segmentation
DAPI Cellpose segmentation
Extraction
Extraction classes
Single-cell image datasets
Classification
Selection
Example Notebooks
Basic SPARCSpy Project
A walk through the SPARCSpy Ecosystem
Import Required Libraries
Generate the Project Structure
Load Imaging Data
Generating a Segmentation
Extracting single-cell images
Classification of extracted single-cells
Exporting Cutting countours for excision on the LMD7
Timecourse SPARCSpy Project
Example Notebook Running SPARCSpy on datasets with multiple images
Some Helper Functions for visualization of results
Initialize a Project
Input Data Format
Example Load data using the from files function
Example loading data via a numpy array
Segmentation
Single-Cell Extraction
Segmentation Workflows
Example Notebook showcasing the different segmentation workflows
WGA Segmentation
DAPI Segmentation
Cytosol Segmentation Cellpose
DAPI Segmentation Cellpose
Module API
Command Line Tools
sparcs-split
Positional Arguments
Named Arguments
Examples
sparcs-stat
Positional Arguments
Named Arguments
Examples
sparcs-cleanup
Positional Arguments
Named Arguments
Examples
Module Documentation
processing
utils
preprocessing
segmentation
pipeline
base
Logable
ProcessingStep
project
Project
TimecourseProject
segmentation
Segmentation
ShardedSegmentation
TimecourseSegmentation
MultithreadedTimecourseSegmentation
workflows
extraction
HDF5CellExtraction
TimecourseHDF5CellExtraction
classification
MLClusterClassifier
CellFeaturizer
selection
LMDSelection
ml
datasets
metrics
models
plmodels
pretrained_models
transforms
utils
SPARCSpy
Module Documentation
View page source
Module Documentation
processing
utils
preprocessing
segmentation
pipeline
base
Logable
ProcessingStep
project
Project
TimecourseProject
segmentation
Segmentation
ShardedSegmentation
TimecourseSegmentation
MultithreadedTimecourseSegmentation
workflows
extraction
HDF5CellExtraction
TimecourseHDF5CellExtraction
classification
MLClusterClassifier
CellFeaturizer
selection
LMDSelection
ml
datasets
metrics
models
plmodels
pretrained_models
transforms
utils