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labelImg++ is an enhanced graphical image annotation tool with Gallery Mode for browsing and labeling images

Project description

A modern, enhanced image annotation tool for machine learning

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labelImg++ is a powerful graphical image annotation tool for creating bounding box labels, designed for machine learning and computer vision projects. Forked from the original LabelImg with significant enhancements.

Version 2.0.0 - First stable release! Install with pip install labelImgPlusPlus

labelImg++ Screenshot

Features

Core Annotation Features

  • Multi-format support: PASCAL VOC (XML), YOLO (TXT), CreateML (JSON)

  • Bounding box annotation with drag-and-drop interface

  • Auto-save mode for uninterrupted workflow

  • Predefined class labels with customizable list

  • Verification system to mark completed annotations

New in labelImg++ v2.0

Undo/Redo Support

Full undo/redo for all annotation actions. Press Ctrl+Z to undo and Ctrl+Y to redo. Never lose your work again!

Gallery Mode with Annotation Preview

Visual thumbnail gallery showing all images with bounding box overlays directly on thumbnails.

  • Colored borders indicate status: Gray (no labels), Blue (has labels), Green (verified)

  • Bounding boxes visible on thumbnails with corner markers (less clutter for nested boxes)

  • Quick size presets (S/M/L/XL) plus slider for fine control

  • Smart selection: click on nested boxes selects the inner box

  • Press Ctrl+G to toggle gallery mode

Modern UI with Feather Icons

Clean, modern interface with beautiful Feather icons and improved visual design.

Responsive DPI Scaling

Icons and UI elements scale properly on high-DPI displays (4K, Retina).

Expandable Toolbar

Click the chevron at the bottom of the toolbar to expand/collapse and show full button labels.

Consolidated File Menu

Open File, Open Dir, and Change Save Dir combined into a single dropdown for cleaner toolbar.

Brightness Adjustment

Adjust image brightness on-the-fly to better see annotations on dark or light images.

Dark Mode Theme

Choose between light and dark themes for comfortable annotation in any lighting condition.

  • Press Ctrl+Shift+T to toggle between themes

  • Theme preference automatically saved

  • All UI components (canvas, gallery, dialogs) respect the active theme

  • See Dark Mode Documentation for detailed information

Installation

Build from Source

Ubuntu/Linux:

sudo apt-get install pyqt5-dev-tools
pip3 install -r requirements/requirements-linux-python3.txt
make qt5py3
python3 labelImgPlusPlus.py

macOS:

pip3 install pyqt5 lxml
make qt5py3
python3 labelImgPlusPlus.py

Windows:

pip install pyqt5 lxml
pyrcc5 -o libs/resources.py resources.qrc
python labelImgPlusPlus.py

Quick Start

  1. Open images: Click the file dropdown button or press Ctrl+U to load a directory

  2. Create annotations: Press W or click Create RectBox, then drag to draw

  3. Label objects: Select a class from the popup dialog

  4. Save: Press Ctrl+S to save annotations

  5. Navigate: Use D (next) and A (previous) to move between images

  6. Review: Press Ctrl+G for gallery mode to review all annotations

Supported Annotation Formats

Format

Extension

Description

PASCAL VOC

.xml

ImageNet format, absolute coordinates

YOLO

.txt

Normalized coordinates (0-1), with classes.txt for class names

CreateML

.json

Apple’s ML format for iOS/macOS

Keyboard Shortcuts

File Operations

Ctrl + O

Open file

Ctrl + U

Open directory

Ctrl + R

Change save directory

Ctrl + S

Save current annotation

Ctrl + Shift + S

Save as

Navigation

D

Next image

A

Previous image

Ctrl + G

Toggle Gallery Mode

Annotation

W

Create bounding box

Ctrl + Z

Undo

Ctrl + Y

Redo

Ctrl + D

Duplicate selected box

Del

Delete selected box

Space

Mark image as verified

Arrow keys

Move selected box

View

Ctrl + +

Zoom in

Ctrl + -

Zoom out

Ctrl + F

Fit window

Ctrl + Shift + F

Fit width

Ctrl + Shift + T

Toggle dark mode theme

Configuration

Predefined Classes

Edit data/predefined_classes.txt to customize the label options:

dog
cat
person
car
bicycle

Reset Settings

If you encounter issues, reset the settings:

rm ~/.labelImgSettings.pkl

Or use Menu > File > Reset All

Roadmap

v2.0.0 (Stable) - Current

First stable release with bug fixes and UX improvements

  • Silent error handling fixed

  • YOLO format crash on missing classes.txt fixed

  • Format change warning dialog added

  • Save location visibility in title bar

  • Auto-save menu items clarified

  • Gallery status color legend added

  • Progress indicator for large directories

  • Gallery size presets (S/M/L/XL buttons)

  • Corner markers on thumbnails for cleaner nested box display

  • Improved nested bounding box selection (smallest box selected)

  • Gallery freeze fix for large directories

v2.1.0 - Planned
  • Dark mode theme (Completed - use Ctrl+Shift+T to toggle)

  • Annotation review workflow

  • Dataset splitting tool (train/val/test)

  • Label consistency checker

  • Annotation statistics dashboard

  • Improved label dialog with search/filter

  • Keyboard shortcuts customization

v2.2.0 - Future
  • Polygon annotation support

  • Recent files menu

  • Snap to grid / alignment guides

  • Multiple image annotation (batch labeling)

v3.0.0 - Vision
  • Plugin architecture

  • COCO format support

  • Ultralytics/YOLOv8 direct export

  • FiftyOne dataset integration

See the GitHub Issues for detailed feature tracking.

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

  1. Fork the repository

  2. Create your feature branch (git checkout -b feature/amazing-feature)

  3. Commit your changes (git commit -m 'Add amazing feature')

  4. Push to the branch (git push origin feature/amazing-feature)

  5. Open a Pull Request

License

MIT License

Based on LabelImg by Tzutalin.

Author

Maintained by Abhik Sarkar

Acknowledgments

  • Original LabelImg by Tzutalin

  • Feather Icons for modern iconography

  • All contributors and users of labelImg++

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