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The Top 608 Data Augmentation Open Source Projects

Categories > Data Processing > Data Augmentation
Snorkel ⭐ 5,119
A system for quickly generating training data with weak supervision
dependent packages 6total releases 20most recent commit a month agopypi snorkel} Downloads
Dali ⭐ 3,865
A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.
most recent commit 2 hours ago
Unet ⭐ 3,641
unet for image segmentation
most recent commit 8 months ago
Nlpaug ⭐ 3,118
Data augmentation for NLP
dependent packages 13total releases 36most recent commit 2 months agopypi nlpaug} Downloads
Face.evolve ⭐ 2,707
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
most recent commit 6 months ago
Textattack ⭐ 1,969
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
dependent packages 7total releases 43most recent commit 3 days agopypi textattack} Downloads
Torchsample ⭐ 1,731
High-Level Training, Data Augmentation, and Utilities for Pytorch
most recent commit 5 months ago
Torchio ⭐ 1,376
TorchIO: medical imaging for deep learning.
dependent packages 15total releases 226most recent commit 4 days agopypi torchio} Downloads
Data Augmentation Review ⭐ 1,194
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 6 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
most recent commit 8 months ago
Nlpcda ⭐ 1,027
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 6 days ago
Audiomentations ⭐ 984
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 1total releases 26most recent commit a day agopypi audiomentations} Downloads
Eda_nlp ⭐ 967
Data augmentation for NLP, presented at EMNLP 2019
most recent commit a year ago
Webdataset ⭐ 790
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
dependent packages 13total releases 42most recent commit a month agopypi webdataset} Downloads
Eda_nlp_for_chinese ⭐ 748
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 2 years ago
Yolo Tf2 ⭐ 747
yolo(all versions) implementation in keras and tensorflow 2.x
most recent commit 5 days ago
Inltk ⭐ 712
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 ⭐ 696
Pytorch implementation of FlowNet by Dosovitskiy et al.
most recent commit 5 months ago
Awesome Graph Self Supervised Learning ⭐ 622
Awesome Graph Self-Supervised Learning
most recent commit 2 days ago
Dataaugmentationforobjectdetection ⭐ 609
Data Augmentation For Object Detection
most recent commit 2 years ago
Random Erasing ⭐ 547
Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST
most recent commit a year ago
Textflint ⭐ 545
Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing
total releases 6most recent commit 2 months ago
Mobilepose ⭐ 534
Light-weight Single Person Pose Estimator
most recent commit 2 months ago
Voxceleb_trainer ⭐ 522
In defence of metric learning for speaker recognition
most recent commit 4 months ago
Dataaug4nlp ⭐ 490
Collection of papers and resources for data augmentation for NLP.
most recent commit 2 months ago
Mtan ⭐ 470
The implementation of "End-to-End Multi-Task Learning with Attention" [CVPR 2019].
most recent commit 4 months ago
Torch Audiomentations ⭐ 463
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
total releases 13most recent commit 22 days ago
Deltapy ⭐ 411
DeltaPy - Tabular Data Augmentation (by @firmai)
total releases 11most recent commit 3 months ago
Specaugment ⭐ 411
A Implementation of SpecAugment with Tensorflow & Pytorch, introduced by Google Brain
total releases 12most recent commit a year ago
Pba ⭐ 400
Efficient Learning of Augmentation Policy Schedules
most recent commit 3 years ago
Deepconvsep ⭐ 397
Deep Convolutional Neural Networks for Musical Source Separation
most recent commit 2 years ago
Text Image Augmentation ⭐ 377
Geometric Augmentation for Text Image
most recent commit 2 years ago
Image_augmentor ⭐ 366
Data augmentation tool for images
most recent commit 3 months ago
Amazon Forest Computer Vision ⭐ 353
Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch / Keras with lots of PyTorch tricks
most recent commit 3 years ago
Tensorlayer Tricks ⭐ 351
How to use TensorLayer
most recent commit 4 years ago
Awesome Data Augmentation ⭐ 345
This is a list of awesome methods about data augmentation.
most recent commit a year ago
Dagan ⭐ 342
DAGAN: Data Augmentation Generative Adversarial Networks
most recent commit 3 months ago
Drq ⭐ 320
DrQ: Data regularized Q
most recent commit 6 months ago
Copy Paste Aug ⭐ 306
Copy-paste augmentation for segmentation and detection tasks
most recent commit 7 months ago
Mixup ⭐ 306
Implementation of the mixup training method
most recent commit 4 years ago
Cutout ⭐ 302
2.56%, 15.20%, 1.30% on CIFAR10, CIFAR100, and SVHN https://arxiv.org/abs/1708.04552
most recent commit 2 years ago
Brainstorm ⭐ 300
Implementation of "Data augmentation using learned transforms for one-shot medical image segmentation"
most recent commit 2 years ago
Torchsat ⭐ 285
🔥TorchSat 🌏 is an open-source deep learning framework for satellite imagery analysis based on PyTorch.
total releases 4most recent commit 2 years ago
Rad ⭐ 273
RAD: Reinforcement Learning with Augmented Data
most recent commit a year ago
Pytorch Vdsr ⭐ 261
VDSR (CVPR2016) pytorch implementation
most recent commit 4 years ago
Solt ⭐ 253
Streaming over lightweight data transformations
most recent commit 8 months ago
Imagecorruptions ⭐ 245
Python package to corrupt arbitrary images.
dependent packages 4total releases 6most recent commit a month agopypi imagecorruptions} Downloads
Nlp Data Augmentation ⭐ 215
Data Augmentation for NLP. NLP数据增强
most recent commit a year ago
Mixup Generator ⭐ 212
An implementation of "mixup: Beyond Empirical Risk Minimization"
most recent commit 5 years ago
Zeroth ⭐ 211
Kaldi-based Korean ASR (한국어 음성인식) open-source project
most recent commit 3 years ago
Evoskeleton ⭐ 198
Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"
most recent commit a year ago
Data Augmentation For Wearable Sensor Data ⭐ 198
A sample code of data augmentation methods for wearable sensor data (time-series data)
most recent commit 4 years ago
Scaper ⭐ 192
A library for soundscape synthesis and augmentation
dependent packages 2total releases 37most recent commit a year agopypi scaper} Downloads
Syndata Generation ⭐ 190
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
most recent commit 2 years ago
Text2text ⭐ 190
Text2Text: Cross-lingual natural language processing and generation toolkit
total releases 70most recent commit 12 days ago
Torch_videovision ⭐ 188
Transforms for video datasets in pytorch
most recent commit a year ago
Awesome Few Shot Image Generation ⭐ 186
A curated list of papers, code and resources pertaining to few-shot image generation.
most recent commit a month ago
Muda ⭐ 182
A library for augmenting annotated audio data
total releases 12most recent commit a year ago
Dataset_loaders ⭐ 177
A collection of dataset loaders
most recent commit 4 years ago
Stylealign ⭐ 173
[ICCV 2019]Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Transition
most recent commit a year ago
Caffe Augmentation ⭐ 173
Data Augmentation for Caffe
most recent commit 5 years ago
Tensorflow Mnist Cnn ⭐ 171
MNIST classification using Convolutional NeuralNetwork. Various techniques such as data augmentation, dropout, batchnormalization, etc are implemented.
most recent commit 4 years ago
Tanda ⭐ 157
Learning to Compose Domain-Specific Transformations for Data Augmentation
most recent commit 4 months ago
What I Have Read ⭐ 149
Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers
most recent commit 5 days ago
Contrad ⭐ 142
Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)
most recent commit 7 months ago
Mk Tfjs ⭐ 132
Play MK.js with TensorFlow.js
most recent commit a year ago
Chainer Cifar10 ⭐ 132
Various CNN models for CIFAR10 with Chainer
most recent commit 3 years ago
Grand ⭐ 132
Source code and dataset of the NeurIPS 2020 paper "Graph Random Neural Network for Semi-Supervised Learning on Graphs"
most recent commit 2 months ago
Semsegpipeline ⭐ 131
A simpler way of reading and augmenting image segmentation data into TensorFlow
most recent commit 2 years ago
Easyreg ⭐ 117
an image registration/augmentation/segmentation package
most recent commit a month ago
Ghost Free Shadow Removal ⭐ 115
[AAAI 2020] Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN
most recent commit a year ago
Smiles Enumeration ⭐ 115
SMILES enumeration for QSAR modelling using LSTM recurrent neural networks
most recent commit a month ago
Cutblur ⭐ 114
Rethinking Data Augmentation for Image Super-resolution (CVPR 2020)
most recent commit 2 years ago
All Conv Keras ⭐ 113
All Convolutional Network: (https://arxiv.org/abs/1412.6806#) implementation in Keras
most recent commit 5 years ago
Unsupervised Data Augmentation ⭐ 110
Unofficial PyTorch Implementation of Unsupervised Data Augmentation.
most recent commit 2 years ago
Modelnet40 C ⭐ 108
Repo for "Benchmarking Robustness of 3D Point Cloud Recognition against Common Corruptions" https://arxiv.org/abs/2201.12296
most recent commit 7 days ago
Wb_color_augmenter ⭐ 104
WB color augmenter improves the accuracy of image classification and image semantic segmentation methods by emulating different WB effects (ICCV 2019) [Python & Matlab].
most recent commit 10 months ago
Fcn_train ⭐ 100
The code includes all the file that you need in the training stage for FCN
most recent commit 5 years ago
Moex ⭐ 100
MoEx (Moment Exchange)
most recent commit a year ago
Mutate ⭐ 100
A library to synthesize text datasets using Large Language Models (LLM)
most recent commit a month ago
Chinesener ⭐ 99
中文NER的那些事儿
most recent commit 3 months ago
Deep Learning_best Practices ⭐ 97
most recent commit 4 years ago
Tsaug ⭐ 95
A Python package for time series augmentation
total releases 4most recent commit 2 years ago
Straug ⭐ 95
Image transformations designed for Scene Text Recognition (STR) data augmentation. Published at ICCV 2021 Workshop on Interactive Labeling and Data Augmentation for Vision.
total releases 3most recent commit 3 months ago
Flag ⭐ 94
Official implementation of our FLAG paper (CVPR2022)
most recent commit 2 months ago
Allie ⭐ 93
🤖 A machine learning framework for audio, text, image, video, or .CSV files (50+ featurizers and 15+ model trainers).
most recent commit 16 days ago
Coursera Gan Specialization ⭐ 93
Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai
most recent commit a year ago
Social Nce ⭐ 91
[ICCV21] Official implementation of the "Social NCE: Contrastive Learning of Socially-aware Motion Representations" in PyTorch.
most recent commit 2 months ago
Augmentation For Lnl ⭐ 89
[CVPR 2021] Code for "Augmentation Strategies for Learning with Noisy Labels".
most recent commit 5 months ago
Tixcraft_bot ⭐ 89
Max搶票機器人(maxbot) help you quickly buy your tickets
most recent commit 2 months ago
Context_aug ⭐ 86
Context-driven data augmentation for Object Detection (ECCV'18)
most recent commit 4 years ago
Speaker_follower ⭐ 85
Code release for Fried et al., Speaker-Follower Models for Vision-and-Language Navigation. in NeurIPS, 2018.
most recent commit 2 years ago
Doccreator ⭐ 84
DIAR software for synthetic document image and groundtruth generation, with various degradation models for data augmentation
most recent commit a month ago
Pytorch Auto Augment ⭐ 82
PyTorch implementation of AutoAugment.
most recent commit 2 years ago
Generalize Unseen Domains ⭐ 81
Code for the paper "Generalizing to Unseen Domains via Adversarial Data Augmentation", NeurIPS 2018
most recent commit 2 years ago
Aaltd18 ⭐ 80
Data augmentation using synthetic data for time series classification with deep residual networks
most recent commit 4 years ago
Pose Adv Aug ⭐ 79
Code for "Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation" (CVPR 2018)
most recent commit 4 years ago
Transformersdataaugmentation ⭐ 79
Code associated with the "Data Augmentation using Pre-trained Transformer Models" paper
most recent commit a year ago
Cutmix ⭐ 77
a Ready-to-use PyTorch Extension of Unofficial CutMix Implementations with more improved performance.
most recent commit 2 years ago
Face_alignment ⭐ 76
caffe face alignment 300w
most recent commit 3 years ago
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