A Python package for utilities and classes related to the file I/O, dataset record keeping and visualization for image processing and computer vision.
Project description
Computer Vision Pipeline Tools
cvpl_tools is a Python package for utilities and classes related to the file I/O, dataset record keeping for image processing and computer vision.
Functionalities this repository provides for managing datasets using DatasetReference:
- DatasetReference keeps an ordered array of image file paths
- Images are assigned unique IDs used to match with their annotation files
- DatasetReference can be written to disk as json using strenc.py, recording down the image files used in a processing step and their file paths
- cvpl_tools/fs.py provides interface to turn image files to and write them from numpy arrays
- reader_from_cmd.py defines a utility function for creating DatasetReference by pattern matching image files to be included in the dataset
- cvpl_tools/im folder provides an extensible segmentation pipeline that supports Napari visualization and intermediate result caching/checkpointing functionalities
Dependency
This repository uses Poetry to manage dependency.
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