napari-simpleannotate


Namenapari-simpleannotate JSON
Version 0.1.0 PyPI version JSON
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home_pageNone
SummaryA napari plugin for simple image and video annotation
upload_time2025-07-16 09:54:40
maintainerNone
docs_urlNone
authorNone
requires_python>=3.8
licenseNone
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requirements No requirements were recorded.
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            # napari-simpleannotate

[![License BSD-3](https://img.shields.io/pypi/l/napari-simpleannotate.svg?color=green)](https://github.com/hiroalchem/napari-simpleannotate/raw/main/LICENSE)
[![PyPI](https://img.shields.io/pypi/v/napari-simpleannotate.svg?color=green)](https://pypi.org/project/napari-simpleannotate)
[![Python Version](https://img.shields.io/pypi/pyversions/napari-simpleannotate.svg?color=green)](https://python.org)
[![tests](https://github.com/hiroalchem/napari-simpleannotate/workflows/tests/badge.svg)](https://github.com/hiroalchem/napari-simpleannotate/actions)
[![codecov](https://codecov.io/gh/hiroalchem/napari-simpleannotate/branch/main/graph/badge.svg)](https://codecov.io/gh/hiroalchem/napari-simpleannotate)
[![napari hub](https://img.shields.io/endpoint?url=https://api.napari-hub.org/shields/napari-simpleannotate)](https://napari-hub.org/plugins/napari-simpleannotate)

A napari plugin for simple image and video annotation that provides three main annotation workflows:

1. **Bounding Box Annotation (YOLO format)**: For object detection training data on images
2. **Video Bounding Box Annotation**: For object detection training data on video files
3. **Image Classification Labeling**: For image classification training data

----------------------------------

This [napari] plugin was generated with [Cookiecutter] using [@napari]'s [cookiecutter-napari-plugin] template.

<!--
Don't miss the full getting started guide to set up your new package:
https://github.com/napari/cookiecutter-napari-plugin#getting-started

and review the napari docs for plugin developers:
https://napari.org/stable/plugins/index.html
-->

![overview](https://github.com/hiroalchem/napari-simpleannotate/raw/main/images/dog_and_cat.jpg)


## Installation

You can install `napari-simpleannotate` via [pip]:

    pip install napari-simpleannotate



To install latest development version :

    pip install git+https://github.com/hiroalchem/napari-simpleannotate.git


## How to use

### Bounding Box Annotation (for images)

1. **Opening Files or Directories**:
   - Click the `Open File` button to open an image file.
   - Click the `Open Directory` button to open a directory containing images.
   - If there's a `class.yaml` in the directory of the selected file or within the selected directory, it will be automatically detected. A popup will appear, giving you the option to load it.

2. **Class Management**:
   - Enter the class name in the textbox and click the `Add class` button to add a class. When adding a class name, a number is automatically assigned to it. This number will be used when saving annotations.
   - Select a class from the class list and click the `Delete selected class` button to remove it.

3. **Annotating Images**:
   - Use napari's rectangle tool to annotate the images. If you have a class selected, the annotation will automatically be assigned to that class.
   - For existing rectangles, you can change their class by selecting the rectangle and then choosing a different class from the list.

4. **Saving Annotations**:
   - Click the `Save Annotations` button to save the annotations in YOLO format.
   - Along with saving the annotations, the `class.yaml` will also be saved. If a `class.yaml` already exists and its content is different from the current one, a popup will appear asking for confirmation to overwrite it.

### Video Bounding Box Annotation

1. **Opening Videos**:
   - Click the `Open Video` button to open a video file (supports MP4, AVI, MOV, MKV, WMV, FLV, WebM formats).
   - The video will be loaded and displayed in napari's time-aware viewer.

2. **Navigation**:
   - Use napari's time slider to navigate between frames.
   - Current frame information is displayed in the widget.

3. **Class Management**:
   - Same as image annotation: add/delete classes with automatic ID assignment.
   - Classes are saved to `class.yaml` in the video directory.

4. **Annotating Videos**:
   - Navigate to the desired frame using the time slider.
   - Use napari's rectangle tool to create bounding boxes.
   - Each annotation automatically includes the current frame number.
   - Annotations are frame-aware and will only be visible on their respective frames.

5. **Saving Annotations**:
   - Click `Save Annotations` to save annotations in extended YOLO format.
   - Annotations are saved as `video_name.txt` with format: `class_id frame x_center y_center width height`
   - Frame images are automatically extracted and saved alongside annotations.

### Image Classification Labeling

1. **Opening Directory**:
   - Click the `Open Directory` button to select a directory containing images.
   - Supported formats: PNG, TIF, JPG, JPEG, TIFF (recursive search).

2. **Display Options**:
   - Check `Split Channels` to display multi-channel images as separate layers.
   - Contrast settings are preserved when switching between images.

3. **Class Management**:
   - Enter class names in the text box and press Enter to add/remove classes.
   - Classes are automatically saved to `class.txt` in the target directory.

4. **Labeling Workflow**:
   - Select an image from the file list to display it.
   - Click on a class name to assign that label to the current image.
   - Labels are automatically saved to `labels.csv` in real-time.

5. **Resume Capability**:
   - Previous labels and classes are automatically loaded when reopening a directory.
   - The workflow can be resumed from where you left off.


## Contributing

Contributions are very welcome. Tests can be run with [tox], please ensure
the coverage at least stays the same before you submit a pull request.

## License

Distributed under the terms of the [BSD-3] license,
"napari-simpleannotate" is free and open source software

## Issues

If you encounter any problems, please [file an issue] along with a detailed description.

[napari]: https://github.com/napari/napari
[Cookiecutter]: https://github.com/audreyr/cookiecutter
[@napari]: https://github.com/napari
[MIT]: http://opensource.org/licenses/MIT
[BSD-3]: http://opensource.org/licenses/BSD-3-Clause
[GNU GPL v3.0]: http://www.gnu.org/licenses/gpl-3.0.txt
[GNU LGPL v3.0]: http://www.gnu.org/licenses/lgpl-3.0.txt
[Apache Software License 2.0]: http://www.apache.org/licenses/LICENSE-2.0
[Mozilla Public License 2.0]: https://www.mozilla.org/media/MPL/2.0/index.txt
[cookiecutter-napari-plugin]: https://github.com/napari/cookiecutter-napari-plugin

[file an issue]: https://github.com/hiroalchem/napari-simpleannotate/issues

[napari]: https://github.com/napari/napari
[tox]: https://tox.readthedocs.io/en/latest/
[pip]: https://pypi.org/project/pip/
[PyPI]: https://pypi.org/

            

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    "description": "# napari-simpleannotate\n\n[![License BSD-3](https://img.shields.io/pypi/l/napari-simpleannotate.svg?color=green)](https://github.com/hiroalchem/napari-simpleannotate/raw/main/LICENSE)\n[![PyPI](https://img.shields.io/pypi/v/napari-simpleannotate.svg?color=green)](https://pypi.org/project/napari-simpleannotate)\n[![Python Version](https://img.shields.io/pypi/pyversions/napari-simpleannotate.svg?color=green)](https://python.org)\n[![tests](https://github.com/hiroalchem/napari-simpleannotate/workflows/tests/badge.svg)](https://github.com/hiroalchem/napari-simpleannotate/actions)\n[![codecov](https://codecov.io/gh/hiroalchem/napari-simpleannotate/branch/main/graph/badge.svg)](https://codecov.io/gh/hiroalchem/napari-simpleannotate)\n[![napari hub](https://img.shields.io/endpoint?url=https://api.napari-hub.org/shields/napari-simpleannotate)](https://napari-hub.org/plugins/napari-simpleannotate)\n\nA napari plugin for simple image and video annotation that provides three main annotation workflows:\n\n1. **Bounding Box Annotation (YOLO format)**: For object detection training data on images\n2. **Video Bounding Box Annotation**: For object detection training data on video files\n3. **Image Classification Labeling**: For image classification training data\n\n----------------------------------\n\nThis [napari] plugin was generated with [Cookiecutter] using [@napari]'s [cookiecutter-napari-plugin] template.\n\n<!--\nDon't miss the full getting started guide to set up your new package:\nhttps://github.com/napari/cookiecutter-napari-plugin#getting-started\n\nand review the napari docs for plugin developers:\nhttps://napari.org/stable/plugins/index.html\n-->\n\n![overview](https://github.com/hiroalchem/napari-simpleannotate/raw/main/images/dog_and_cat.jpg)\n\n\n## Installation\n\nYou can install `napari-simpleannotate` via [pip]:\n\n    pip install napari-simpleannotate\n\n\n\nTo install latest development version :\n\n    pip install git+https://github.com/hiroalchem/napari-simpleannotate.git\n\n\n## How to use\n\n### Bounding Box Annotation (for images)\n\n1. **Opening Files or Directories**:\n   - Click the `Open File` button to open an image file.\n   - Click the `Open Directory` button to open a directory containing images.\n   - If there's a `class.yaml` in the directory of the selected file or within the selected directory, it will be automatically detected. 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