This is a lightweight QGIS (Quantum GIS) plugin that allows a systematic review of remote sensing image chips together with their geojson label files. Chip-label pairs may be accepted or rejected, and the QGIS vector editing tools may be used to make edits in any geojson label file.
Chips and labels are stored in local directories. The CCE plugin assumes that image chip files and label geojson files are contained in different directories, and that matching chip-label pairs have the same basename. For example '1893-0eef.tif' and '1893-0eef.geojson' are a matched chip-label pair.
The CCE plugin allows rapid local review and editing of training datasets for machine learning applications. It can be installed in QGIS via a downloaded zip file (instructions are below).
- Download this codebase as a zip file (Click on the green 'CODE' button at the top right of this github repo page, and select 'Download ZIP').
- Click on
Plugins->Manage and Install Plugins. - Select the option
Install from ZIP. - Select the zip file and click 'install', as shown in the gif below.
- Start the CCE plugin by Clicking
Plugins->Chippy Checker Editor.
The plugin needs access to 4 directories, which are listed in the panel to the left of the main QGIS window. These are explained below.
The plugin will create 2 files in the records directory, containing the output from the Chippy Checker Editor session.
missing_labels.csv- This file contains a list of missing label-geojson files.chip_review.csv- This file contains a list of reviewed chips, including their status (accepted or rejected). This allows the user to close the session, and then resume the review work later on.
This folder should contain the image chips that need to be reviewed. E.g: dataset/chips
This folder should contain the label-geojson files. E.g: dataset/labels
This folder will store the output label-geojson files for accepted chip-label pairs. The geojson files in this directory will contain any label edits that were made before accepting the chip-label pair.
Once you have set the directory paths as explained above, click Load Task. The first chip-label pair will be displayed. The vector labels file is automatically presented in 'edit' mode, so that you can make edits to the labels as desired.
Under the Load Task button, you will see a text box and buttons that say Accept and Reject.
The text box is for any comments you have about the chip; these will be stored in the CSV file along with the chip's Accept/Reject status.
You have 3 options for each chip:
Rejectthe chip if you do not want to use it, and do not think it can be repaired with a few edits.Acceptthe chip if it is ready to use.- Edit the chip labels using the QGIS vector editing tools, and then
Acceptthe chip when you're done.
After clicking Accept/Reject, you will be driven to the next chip/label pair for review.
If you need to close the session, you may do so at any time. If you restart the same session with the same directories, including the Records directory, the CCE plugin will read the CSV file and pick up your review work where you left off.
Chippy Checker Editor QGIS Plugin: for reviewing georeferenced training data. Copyright (C) 2022 DevGlobal Partners
This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.
This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
You should have received a copy of the GNU General Public License along with this program. If not, see https://www.gnu.org/licenses/.