Python Augmentation

Open-source Python projects categorized as Augmentation | Edit details

Top 9 Python Augmentation Projects

  • imgaug

    Image augmentation for machine learning experiments.

    Project mention: [N] Facebook AI Open Sources AugLy: A New Python Library For Data Augmentation To Develop Robust Machine Learning Models | reddit.com/r/MachineLearning | 2021-06-19

    https://github.com/aleju/imgaug This one is way better for image.

  • albumentations

    Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

    Project mention: Data augmentation strategies for object detection? Could you point me to good resources or best practices you know of? | reddit.com/r/computervision | 2021-10-30

    You can definitely look at Albumentation - we had a ton of success working with this library https://github.com/albumentations-team/albumentations

  • SonarLint

    Deliver Cleaner and Safer Code - Right in Your IDE of Choice!. SonarLint is a free and open source IDE extension that identifies and catches bugs and vulnerabilities as you code, directly in the IDE. Install from your favorite IDE marketplace today.

  • torchio

    TorchIO: medical imaging for deep learning.

    Project mention: [P] TorchIO: a Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning | reddit.com/r/MachineLearning | 2021-01-24

    Doesn't seem that way, but its being discussed https://github.com/fepegar/torchio/issues/388

  • ttach

    Image Test Time Augmentation with PyTorch!

    Project mention: Setting up Google Colab for Deep Learning | dev.to | 2021-06-09

    While Colab usually comes pre-installed with most of the basic dependencies like Tensorflow, PyTorch, scikit-learn, pandas and many more, there are chances that you have to install external packages at times. You can do that using the !pip install command. For example we can install the ttach library which is used for augmentation of images during test phase. This can be done using:

  • caer

    High-performance Vision library in Python. Scale your research, not boilerplate.

    Project mention: Show HN: Caer – A lightweight GPU-accelerated Vision library in Python | news.ycombinator.com | 2021-02-22
  • textaugment

    TextAugment: Text Augmentation Library

    Project mention: Prefer volume or quality for BERT-based Text classification model | reddit.com/r/LanguageTechnology | 2021-12-13
  • autoalbument

    AutoML for image augmentation. AutoAlbument uses the Faster AutoAugment algorithm to find optimal augmentation policies. Documentation - https://albumentations.ai/docs/autoalbument/

    Project mention: [P] Albumentations 1.0 is released (a Python library for image augmentation) | reddit.com/r/MachineLearning | 2021-06-01

    We started to implement differentiable augmentations as a part of AutoAlbument (a tool that automatically searches for the best augmentation policies for your data) - https://github.com/albumentations-team/autoalbument, it is more a research project.

  • Scout APM

    Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.

  • color-matcher

    automatic color-grading

    Project mention: Color matching videos? | reddit.com/r/kdenlive | 2021-12-22

    It is this: https://github.com/hahnec/color-matcher

  • image-statistics-matching

    Methods for alignment of global image statistics aimed at unsupervised Domain Adaptation and Data Augmentation

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2021-12-22.

Python Augmentation related posts

Index

What are some of the best open-source Augmentation projects in Python? This list will help you:

Project Stars
1 imgaug 12,204
2 albumentations 9,536
3 torchio 1,263
4 ttach 664
5 caer 584
6 textaugment 200
7 autoalbument 135
8 color-matcher 90
9 image-statistics-matching 19
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