marksgraham / OCT-Converter

Tools for extracting the raw optical coherence tomography (OCT) and fundus data from proprietary file formats.
https://pypi.org/project/oct-converter/
MIT License
193 stars 70 forks source link
biobank dicom e2e fda fundus heidelberg oct python topcon zeiss

OCT Converter

Python-based tools for reading OCT and fundus data.

Description

In ophthalmology, data acquired from the scanner is often exported in the manufacturer's proprietary file format. OCT-Converter provides python-based tools for extracting images (optical coherence tomography and fundus), as well as associated metadata, from these files.

Supported file formats

Installation

Requires python 3.7 or higher.

pip install oct-converter

Usage

A number of example usage scripts are included in examples/.

Here is an example of reading a .fds file:

from oct_converter.dicom import create_dicom_from_oct
from oct_converter.readers import FDS

# An example .fds file can be downloaded from the Biobank website:
# https://biobank.ndph.ox.ac.uk/showcase/refer.cgi?id=30
filepath = '/home/mark/Downloads/eg_oct_fds.fds'
fds = FDS(filepath)

oct_volume = fds.read_oct_volume()  # returns an OCT volume with additional metadata if available
oct_volume.peek(show_contours=True) # plots a montage of the volume, with layer segmentations is available
oct_volume.save('fds_testing.avi')  # save volume as a movie
oct_volume.save('fds_testing.png')  # save volume as a set of sequential images, fds_testing_[1...N].png
oct_volume.save_projection('projection.png') # save 2D projection

fundus_image = fds.read_fundus_image()  # returns a  Fundus image with additional metadata if available
fundus_image.save('fds_testing_fundus.jpg')

metadata = fds.read_all_metadata(verbose=True) # extracts all other metadata
with open("fds_metadata.json", "w") as outfile:
    outfile.write(json.dumps(metadata, indent=4))

# create and save a DICOM
dcm = create_dicom_from_oct(filepath)

Contributions

Are welcome! Here is a development roadmap, including some easy first issues. Please open a new issue to discuss any potential contributions.

Updates

9 November 2023

22 September 2023

28 March 2023

31 January 2023

7 August 2022

16 June 2022

24 Aug 2021

11 June 2021

14 May 2021

30 October 2020

22 August 2020

14 July 2020

Related projects

Clinical use

We can't guarantee images extracted with OCT-Converter will match those extracted or viewed with the manufacturer's software. Any use in clinical settings is at the user's own risk.