Top 5 Python image-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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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
Perform mosaic image augmentation on data for training a YOLO modelProject 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!
Python image-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
[D] Efficiently loading videos in PyTorch without extracting frames
5 projects | reddit.com/r/MachineLearning | 26 Oct 2021
Albumentations 1.1.0 Was Released
1 project | news.ycombinator.com | 5 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
[UPDATE!] Recognize trinkets with Isaac Item Recognizer! And also a few useful features in my newest update.
1 project | reddit.com/r/bindingofisaac | 13 Jun 2021
[P] Albumentations 1.0 is released (a Python library for image augmentation)
4 projects | reddit.com/r/MachineLearning | 1 Jun 2021
What are some of the best open-source image-augmentation projects in Python? This list will help you:
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