albumentations 1.4.18

Fast, flexible, and advanced image augmentation library for deep learning and computer vision. Albumentations offers a wide range of transformations for images, masks, bounding boxes, and keypoints, with optimized performance and seamless integration into ML workflows.

Stars: 14119, Watchers: 14119, Forks: 1639, Open Issues: 289

The albumentations-team/albumentations repo was created 6 years ago and the last code push was 3 days ago.
The project is extremely popular with a mindblowing 14119 github stars!

How to Install albumentations

You can install albumentations using pip

pip install albumentations

or add it to a project with poetry

poetry add albumentations

Package Details

Author

Vladimir I. Iglovikov, Mikhail Druzhinin, Alex Parinov, Alexander Buslaev, Eugene Khvedchenya

License

MIT License Copyright (c) 2017 Vladimir Iglovikov, Alexander Buslaev, Alexander Parinov, Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Homepage

None

PyPi:

https://pypi.org/project/albumentations/

GitHub Repo:

https://github.com/albumentations-team/albumentations

Classifiers

• Scientific/Engineering/Artificial Intelligence
• Scientific/Engineering/Image Processing
• Software Development/Libraries
• Software Development/Libraries/Python Modules

Related Packages

Errors

A list of common albumentations errors.

Code Examples

Here are some albumentations code examples and snippets.

GitHub Issues

The albumentations package has 289 open issues on GitHub

• is there a function for keypoints and bounding box corresponding removal
• Several frustrations when starting to work with albumentations on image-to-image problems
• Fix safe rotate targets
• Docs: fix inconsistent description for scale_limit in RandomScale and ShiftScaleRotate.
• Add keep ratio flag to Affine transform
• The mask information was incorrectly converted
• Fix bug in RingingOvershoot transform
• Bug in RingingOvershoot augmentation. "RuntimeWarning: invalid value encountered in true_divide"
• Library failed to import with opencv 4.5.5
• Affine doesn't rotate bounding boxes the same as Rotate
• keypoints augmentation for invisible keypoints
• WIP Fix Affine wrong rotation angle
• InvalidArgumentError: All dimensions except 3 must match. Input 1 has shape [8 48 48 512] and doesn't match input 0 with shape [8 40 40 288].
• Unclear warning when using Perspective transform in ReplayMode
• Corrected off-by-one in random crop.

See more issues on GitHub