Python Augmentation

Open-source Python projects categorized as Augmentation | Edit details

Top 7 Python Augmentation Projects

  • GitHub repo 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.

  • GitHub repo 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

  • Scout APM

    Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.

  • GitHub repo 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:

  • GitHub repo 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
  • GitHub repo 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.

  • GitHub repo image-statistics-matching

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

    Project mention: Matching images – boost your Data Augmentation pipeline | news.ycombinator.com | 2020-12-22
  • GitHub repo tfaug

    tensorflow easy image augmentation package

    Project mention: Simple and Efficient Image Dataset Creator | reddit.com/r/tensorflow | 2021-10-02

    python -m pip install git+https://github.com/piyop/tfaug

  • Nanos

    Run Linux Software Faster and Safer than Linux with Unikernels.

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 2021-10-30.

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 12,020
2 albumentations 9,218
3 ttach 627
4 caer 574
5 autoalbument 133
6 image-statistics-matching 18
7 tfaug 5
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