Python image-augmentation

Open-source Python projects categorized as image-augmentation | Edit details

Top 5 Python image-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

  • 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.

  • 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.

  • image-statistics-matching

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

  • YOLO-Mosaic

    Perform mosaic image augmentation on data for training a YOLO model

    Project mention: Mosaic Image Augmentation for YOLO data | dev.to | 2021-04-01

    You can find my code here and I hope people find it useful. Cheers!

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 image-augmentation related posts

Index

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

Project Stars
1 imgaug 12,204
2 albumentations 9,536
3 autoalbument 135
4 image-statistics-matching 19
5 YOLO-Mosaic 3
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