Top 7 Python Augmentation Projects
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.
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/2078-2489/11/2/125Project 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
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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:
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
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.
Methods for alignment of global image statistics aimed at unsupervised Domain Adaptation and Data AugmentationProject mention: Matching images – boost your Data Augmentation pipeline | news.ycombinator.com | 2020-12-22
tensorflow easy image augmentation packageProject mention: Simple and Efficient Image Dataset Creator | reddit.com/r/tensorflow | 2021-10-02
python -m pip install git+https://github.com/piyop/tfaug
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Python Augmentation related posts
Data augmentation strategies for object detection? Could you point me to good resources or best practices you know of?
1 project | reddit.com/r/computervision | 30 Oct 2021
Albumentations 1.1.0 Was Released
1 project | news.ycombinator.com | 5 Oct 2021
Simple and Efficient Image Dataset Creator
1 project | reddit.com/r/tensorflow | 2 Oct 2021
Optimization for semantic segmentation!
1 project | reddit.com/r/deeplearning | 6 Sep 2021
[N] Facebook AI Open Sources AugLy: A New Python Library For Data Augmentation To Develop Robust Machine Learning Models
5 projects | reddit.com/r/MachineLearning | 19 Jun 2021
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1 project | reddit.com/r/bindingofisaac | 13 Jun 2021
Support creation of tf.data.Dataset (data generator) and augmentation for image.
3 projects | reddit.com/r/tensorflow | 12 Jun 2021
What are some of the best open-source Augmentation projects in Python? This list will help you:
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