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The Top 23 Data Augmentation Open Source Projects

Open source projects categorized as Data Augmentation
Categories > Data Processing > Data Augmentation
Snorkel ⭐ 5,570
A system for quickly generating training data with weak supervision
dependent packages 8total releases 21most recent commit 2 months agopypi snorkel} Downloads
Dali ⭐ 4,609
A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.
dependent packages 4total releases 15most recent commit 2 days agopypi nvidia-dali-cuda110} Downloads
Unet ⭐ 4,218
unet for image segmentation
most recent commit 4 months ago
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 25total releases 37most recent commit 7 months agopypi nlpaug} Downloads
Face.evolve ⭐ 3,074
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
most recent commit 9 months ago
Textattack ⭐ 2,500
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
dependent packages 6total releases 45most recent commit a day agopypi textattack} Downloads
Torchio ⭐ 1,833
Medical imaging toolkit for deep learning
dependent packages 26total releases 243most recent commit a day agopypi torchio} Downloads
Torchsample ⭐ 1,731
High-Level Training, Data Augmentation, and Utilities for Pytorch
most recent commit 2 years ago
Webdataset ⭐ 1,550
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
dependent packages 33total releases 54most recent commit 4 days agopypi webdataset} Downloads
Audiomentations ⭐ 1,498
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 36most recent commit 17 days agopypi audiomentations} Downloads
Data Augmentation Review ⭐ 1,483
List of useful data augmentation resources. You will find here some not common techniques, libraries, links to GitHub repos, papers, and others.
most recent commit 12 days ago
Nlpcda ⭐ 1,419
一键中文数据增强包 ； NLP数据增强、bert数据增强、EDA：pip install nlpcda
total releases 28most recent commit 4 months ago
Eda_nlp ⭐ 1,405
Data augmentation for NLP, presented at EMNLP 2019
most recent commit 6 months ago
Eda_nlp_for_chinese ⭐ 1,237
An implement of the paper of EDA for Chinese corpus.中文语料的EDA数据增强工具。NLP数据增强。论文阅读笔记。
most recent commit a year ago
Fastdup ⭐ 1,206
fastdup is a powerful free tool designed to rapidly extract valuable insights from your image & video datasets. Assisting you to increase your dataset images & labels quality and reduce your data operations costs at an unparalleled scale.
total releases 252most recent commit 2 days ago
Nlp_xiaojiang ⭐ 1,129
自然语言处理（nlp），小姜机器人（闲聊检索式chatbot），BERT句向量-相似度（Senten Similarity），XLNET句向量-相似度（text xlnet embedding），文本分类（Text classification）， 实体提取（ner，bert+bilstm+crf），数据增强（text augment, data enhance），同义句同义词生成，句子主干提取（mainpart），中文汉语短文本相似度，文本特征
total releases 1most recent commit 2 years ago
Flownetpytorch ⭐ 773
Pytorch implementation of FlowNet by Dosovitskiy et al.
most recent commit 6 months ago
Awesome Graph Self Supervised Learning ⭐ 768
Awesome Graph Self-Supervised Learning
most recent commit a year ago
Torch Audiomentations ⭐ 767
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
total releases 14most recent commit a month ago
Inltk ⭐ 760
Natural Language Toolkit for Indic Languages aims to provide out of the box support for various NLP tasks that an application developer might need
total releases 24most recent commit a year ago
Voxceleb_trainer ⭐ 719
In defence of metric learning for speaker recognition
most recent commit 9 months ago
Tixcraft_bot ⭐ 713
Max搶票機器人(maxbot) help you quickly buy your tickets
most recent commit 4 days ago
Mobilepose ⭐ 613
Light-weight Single Person Pose Estimator
most recent commit 13 days ago
The 10 Most Depended On Data Augmentation Open Source Projects
Webdataset ⭐ 1,550
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
dependent packages 33total releases 54latest release November 29, 2022most recent commit 4 days agopypi webdataset} Downloads
Torchio ⭐ 1,833
Medical imaging toolkit for deep learning
dependent packages 26total releases 243latest release August 03, 2023most recent commit a day agopypi torchio} Downloads
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 25total releases 37latest release July 07, 2022most recent commit 7 months agopypi nlpaug} Downloads
Snorkel ⭐ 5,570
A system for quickly generating training data with weak supervision
dependent packages 8total releases 21latest release July 29, 2022most recent commit 2 months agopypi snorkel} Downloads
Elasticdeform ⭐ 141
Differentiable elastic deformations for N-dimensional images (Python, SciPy, NumPy, TensorFlow, PyTorch).
dependent packages 5total releases 15latest release September 21, 2022most recent commit a year agopypi elasticdeform} Downloads
Audiomentations ⭐ 1,498
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 36latest release August 30, 2023most recent commit 17 days agopypi audiomentations} Downloads
Imagecorruptions ⭐ 321
Python package to corrupt arbitrary images.
dependent packages 4total releases 6latest release December 03, 2020most recent commit 5 months agopypi imagecorruptions} Downloads
Scaper ⭐ 192
A library for soundscape synthesis and augmentation
dependent packages 2total releases 37latest release April 23, 2021most recent commit 2 years agopypi scaper} Downloads
The 10 Latest Releases In Data Augmentation Open Source Projects
Audiomentations ⭐ 1,498
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 36latest release August 30, 2023most recent commit 17 days agopypi audiomentations} Downloads
Torchio ⭐ 1,833
Medical imaging toolkit for deep learning
dependent packages 26total releases 243latest release August 03, 2023most recent commit a day agopypi torchio} Downloads
Webdataset ⭐ 1,550
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
dependent packages 33total releases 54latest release November 29, 2022most recent commit 4 days agopypi webdataset} Downloads
Elasticdeform ⭐ 141
Differentiable elastic deformations for N-dimensional images (Python, SciPy, NumPy, TensorFlow, PyTorch).
dependent packages 5total releases 15latest release September 21, 2022most recent commit a year agopypi elasticdeform} Downloads
Gandlf ⭐ 113
A generalizable application framework for segmentation, regression, and classification using PyTorch
total releases 8latest release September 20, 2022most recent commit 6 days ago
Snorkel ⭐ 5,570
A system for quickly generating training data with weak supervision
dependent packages 8total releases 21latest release July 29, 2022most recent commit 2 months agopypi snorkel} Downloads
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 25total releases 37latest release July 07, 2022most recent commit 7 months agopypi nlpaug} Downloads
Text2text ⭐ 260
Text2Text: Crosslingual NLP/G toolkit
total releases 96latest release July 02, 2022most recent commit 7 days ago
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