The Top 66 Data Augmentation Open Source Projects

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Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210

The Top 66 Data Augmentation Open Source Projects

Categories > Data Processing > Data Augmentation

Snorkel ⭐ 4,669

A system for quickly generating training data with weak supervision

A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.

Face.evolve.pytorch ⭐ 2,441

🔥🔥High-Performance Face Recognition Library on PyTorch🔥🔥

Torchsample ⭐ 1,694

High-Level Training, Data Augmentation, and Utilities for Pytorch

Textattack ⭐ 1,512

TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/latest/

Nlp_xiaojiang ⭐ 1,046

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（Sentence 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，文本特征工程，keras-http-service调用

Eda_nlp ⭐ 1,002

Data augmentation for NLP, presented at EMNLP 2019

Data Augmentation Review ⭐ 883

List of useful data augmentation resources. You will find here some not common techniques, libraries, links to github repos, papers and others.

Torchio ⭐ 873

Medical image preprocessing and augmentation toolkit for deep learning. Part of the PyTorch Ecosystem.

Dataaugmentationforobjectdetection ⭐ 853

Data Augmentation For Object Detection

Eda_nlp_for_chinese ⭐ 727

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。

Natural Language Toolkit for Indic Languages aims to provide out of the box support for various NLP tasks that an application developer might need

Yolo Tf2 ⭐ 706

yolo(all versions) implementation in keras and tensorflow 2.5

Audiomentations ⭐ 583

A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.

Random Erasing ⭐ 549

Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST

一键中文数据增强包； NLP数据增强、bert数据增强、EDA：pip install nlpcda

Efficient Learning of Augmentation Policy Schedules

Textflint ⭐ 462

Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing

Mobilepose Pytorch ⭐ 457

Light-weight Single Person Pose Estimator

Specaugment ⭐ 451

A Implementation of SpecAugment with Tensorflow & Pytorch, introduced by Google Brain

Webdataset ⭐ 444

A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.

Deepconvsep ⭐ 429

Deep Convolutional Neural Networks for Musical Source Separation

Implementation of the mixup training method

Deltapy ⭐ 355

DeltaPy - Tabular Data Augmentation (by @firmai)

Amazon Forest Computer Vision ⭐ 352

Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch / Keras with lots of PyTorch tricks

Image_augmentor ⭐ 338

Data augmentation tool for images

Torchsat ⭐ 299

🔥TorchSat 🌏 is an open-source deep learning framework for satellite imagery analysis based on PyTorch.

Data Augmentation by Backtranslation (DAB) ヽ( •_-)ᕗ

DrQ: Data regularized Q

Mixup Generator ⭐ 261

An implementation of "mixup: Beyond Empirical Risk Minimization"

Kaldi-based Korean ASR (한국어 음성인식) open-source project

Streaming over lightweight data transformations

Nlp Data Augmentation ⭐ 244

Data Augmentation for NLP. NLP数据增强

Torch Audiomentations ⭐ 243

Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.

Syndata Generation ⭐ 228

Code used to generate synthetic scenes and bounding box annotations for object detection. This was used to generate data used in the Cut, Paste and Learn paper

A library for soundscape synthesis and augmentation

Copy Paste Aug ⭐ 215

Copy-paste augmentation for segmentation and detection tasks

A Python package for time series augmentation

Evoskeleton ⭐ 192

Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"

Torch_videovision ⭐ 191

Transforms for video datasets in pytorch

A library for augmenting annotated audio data

Tensorflow Mnist Cnn ⭐ 182

MNIST classification using Convolutional NeuralNetwork. Various techniques such as data augmentation, dropout, batchnormalization, etc are implemented.

Imagecorruptions ⭐ 174

Python package to corrupt arbitrary images.

Stylealign ⭐ 173

[ICCV 2019]Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Transition

Ghost Free Shadow Removal ⭐ 149

[AAAI 2020] Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN

Aaltd18 ⭐ 130

Data augmentation using synthetic data for time series classification with deep residual networks

Unsupervised Data Augmentation ⭐ 130

Unofficial PyTorch Implementation of Unsupervised Data Augmentation.

Semsegpipeline ⭐ 126

A simpler way of reading and augmenting image segmentation data into TensorFlow

Dataaug4nlp ⭐ 124

Collection of papers and resources for data augmentation for NLP.

What I Have Read ⭐ 116

Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers

All Conv Keras ⭐ 114

All Convolutional Network: (https://arxiv.org/abs/1412.6806#) implementation in Keras

Fcn_train ⭐ 106

The code includes all the file that you need in the training stage for FCN

a Ready-to-use PyTorch Extension of Unofficial CutMix Implementations with more improved performance.

Wb_color_augmenter ⭐ 98

WB color augmenter improves the accuracy of image classification and image semantic segmentation methods by emulating different WB effects (ICCV 2019) [Python & Matlab].

Synthetic Occlusion ⭐ 91

Synthetic Occlusion Augmentation

Source code and dataset of the NeurIPS 2020 paper "Graph Random Neural Network for Semi-Supervised Learning on Graphs"

Pose Adv Aug ⭐ 84

Code for "Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation" (CVPR 2018)

Brain Tumor Detection ⭐ 82

Brain Tumor Detection Using Convolutional Neural Networks.

Differentiable Data Augmentation Library

Data_generator_object_detection_2d ⭐ 77

A data generator for 2D object detection

Pedestrian Synthesis Gan ⭐ 75

Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond

Doccreator ⭐ 65

DIAR software for synthetic document image and groundtruth generation, with various degradation models for data augmentation

NAACL 2019: Submodular optimization-based diverse paraphrasing and its effectiveness in data augmentation

Handwriting_recogition_using_adversarial_learning ⭐ 52

[CVPR 2019] "Handwriting Recognition in Low-resource Scripts using Adversarial Learning ”, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2019.

Veri Artirma Data Augmentation ⭐ 25

Bu repoda veri artırma (data augmentation) ile ilgili pratik uygulamalara ulaşabilirsiniz.

All Classifiers 2019 ⭐ 23

A collection of computer vision projects for Acute Lymphoblastic Leukemia classification/early detection.

1-66 of 66 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210