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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 ⭐ 5,856
A system for quickly generating training data with weak supervision
dependent packages 9total releases 21most recent commit a year agopypi snorkel} Downloads
Dali ⭐ 5,424
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 19most recent commit a month agopypi nvidia-dali-cuda110} Downloads
Unet ⭐ 4,218
unet for image segmentation
most recent commit 2 years ago
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 29total releases 37most recent commit 2 years agopypi nlpaug} Downloads
Face.evolve ⭐ 3,074
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
most recent commit 3 years ago
Webdataset ⭐ 2,585
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
dependent packages 51total releases 71most recent commit 2 months agopypi webdataset} Downloads
Torchio ⭐ 1,904
Medical imaging toolkit for deep learning
dependent packages 29total releases 245most recent commit a year agopypi torchio} Downloads
Torchsample ⭐ 1,829
High-Level Training, Data Augmentation, and Utilities for Pytorch
most recent commit 2 years ago
Audiomentations ⭐ 1,605
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 37most recent commit 2 years agopypi audiomentations} Downloads
Nlpcda ⭐ 1,573
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 2 years ago
Data Augmentation Review ⭐ 1,499
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 2 years ago
Eda_nlp ⭐ 1,405
Data augmentation for NLP, presented at EMNLP 2019
most recent commit 2 years ago
Fastdup ⭐ 1,313
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 284most recent commit 2 years ago
Awesome Graph Self Supervised Learning ⭐ 1,194
Awesome Graph Self-Supervised Learning
most recent commit 2 years 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 4 years ago
Torch Audiomentations ⭐ 823
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
dependent packages 3total releases 14most recent commit 2 years agopypi torch-audiomentations} Downloads
Inltk ⭐ 808
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
Flownetpytorch ⭐ 773
Pytorch implementation of FlowNet by Dosovitskiy et al.
most recent commit 2 years ago
Random Erasing ⭐ 697
Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST
most recent commit 2 years ago
Mobilepose ⭐ 622
Light-weight Single Person Pose Estimator
most recent commit a year ago
Dataaugmentationforobjectdetection ⭐ 609
Data Augmentation For Object Detection
most recent commit 5 years ago
Dataaug4nlp ⭐ 595
Collection of papers and resources for data augmentation for NLP.
most recent commit 3 years ago
Mtan ⭐ 470
The implementation of "End-to-End Multi-Task Learning with Attention" [CVPR 2019].
most recent commit 3 years ago
The 10 Most Depended On Data Augmentation Open Source Projects
Webdataset ⭐ 2,585
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
dependent packages 51total releases 71latest release December 07, 2023most recent commit 2 months agopypi webdataset} Downloads
Torchio ⭐ 1,904
Medical imaging toolkit for deep learning
dependent packages 29total releases 245latest release November 24, 2023most recent commit a year agopypi torchio} Downloads
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 29total releases 37latest release July 07, 2022most recent commit 2 years agopypi nlpaug} Downloads
Imagecorruptions ⭐ 321
Python package to corrupt arbitrary images.
dependent packages 15total releases 6latest release December 03, 2020most recent commit 2 years agopypi imagecorruptions} Downloads
Snorkel ⭐ 5,856
A system for quickly generating training data with weak supervision
dependent packages 9total releases 21latest release July 29, 2022most recent commit a year agopypi snorkel} Downloads
Audiomentations ⭐ 1,605
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 37latest release November 24, 2023most recent commit 2 years agopypi audiomentations} 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 3 years agopypi elasticdeform} Downloads
Torch Audiomentations ⭐ 823
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
dependent packages 3total releases 14latest release June 29, 2022most recent commit 2 years agopypi torch-audiomentations} Downloads
Muda ⭐ 182
A library for augmenting annotated audio data
dependent packages 1total releases 12latest release November 15, 2019most recent commit 4 years agopypi muda} Downloads
The 10 Latest Releases In Data Augmentation Open Source Projects
Webdataset ⭐ 2,585
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
dependent packages 51total releases 71latest release December 07, 2023most recent commit 2 months agopypi webdataset} Downloads
Audiomentations ⭐ 1,605
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 37latest release November 24, 2023most recent commit 2 years agopypi audiomentations} Downloads
Torchio ⭐ 1,904
Medical imaging toolkit for deep learning
dependent packages 29total releases 245latest release November 24, 2023most recent commit a year agopypi torchio} Downloads
Text2text ⭐ 268
Text2Text: Crosslingual NLP/G toolkit
total releases 134latest release October 21, 2023most recent commit 2 years ago
Tsgm ⭐ 60
Generative modeling of synthetic time series data and time series augmentations
total releases 3latest release September 28, 2023most recent commit 2 years ago
Sotastream ⭐ 18
A library for data streaming and augmentation
total releases 2latest release August 29, 2023most recent commit 2 years ago
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