|4 months ago||8 days ago|
|MIT License||MIT License|
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Simple and Efficient Image Dataset Creator
1 project | reddit.com/r/tensorflow | 2 Oct 2021
python -m pip install git+https://github.com/piyop/tfaug
Support creation of tf.data.Dataset (data generator) and augmentation for image.
3 projects | reddit.com/r/tensorflow | 12 Jun 2021
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
You can definitely look at Albumentation - we had a ton of success working with this library https://github.com/albumentations-team/albumentations
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
[P] Albumentations 1.0 is released (a Python library for image augmentation)
4 projects | reddit.com/r/MachineLearning | 1 Jun 2021
Full release notes: https://github.com/albumentations-team/albumentations/releases/tag/1.0.04 projects | reddit.com/r/MachineLearning | 1 Jun 2021
If you want to know what changed in the latest versions, please refer to the [Release Notes](https://github.com/albumentations-team/albumentations/releases) page.
[Urgent Help] CNN model not working desirably
1 project | reddit.com/r/neuralnetworks | 30 Apr 2021
Image augmentation could help amplify your dataset without needing additional training data. Check out albumentations. It’s super easy.
What are some alternatives?
imgaug - Image augmentation for machine learning experiments.
YOLO-Mosaic - Perform mosaic image augmentation on data for training a YOLO model
Mask-RCNN-TF2 - Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow 2.0
labelme2coco - A lightweight package for converting your labelme annotations into COCO object detection format.
autoalbument - AutoML for image augmentation. AutoAlbument uses the Faster AutoAugment algorithm to find optimal augmentation policies. Documentation - https://albumentations.ai/docs/autoalbument/
BlenderProc - A procedural Blender pipeline for photorealistic training image generation
cvlib - A simple, high level, easy to use, open source Computer Vision library for Python.
SickZil-Machine - Manga/Comics Translation Helper Tool
ttach - Image Test Time Augmentation with PyTorch!
image-statistics-matching - Methods for alignment of global image statistics aimed at unsupervised Domain Adaptation and Data Augmentation
VoTT - Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.
docscan - Docscan is a document scanner. Take a photo of your documents and frame it.