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The Top 315 Data Augmentation Open Source Projects on Github

Categories > Data Processing > Data Augmentation
Snorkel ⭐ 4,884
A system for quickly generating training data with weak supervision
Dali ⭐ 3,533
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 ⭐ 2,573
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
Textattack ⭐ 1,700
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/latest/
Torchsample ⭐ 1,579
High-Level Training, Data Augmentation, and Utilities for Pytorch
Torchio ⭐ 1,151
Medical image preprocessing and augmentation toolkit for deep learning. Part of the PyTorch Ecosystem.
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（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
Data Augmentation Review ⭐ 1,014
List of useful data augmentation resources. You will find here some not common techniques, libraries, links to github repos, papers and others.
Eda_nlp ⭐ 967
Data augmentation for NLP, presented at EMNLP 2019
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。
Audiomentations ⭐ 743
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
Yolo Tf2 ⭐ 720
yolo(all versions) implementation in keras and tensorflow 2.x
Nlpcda ⭐ 714
一键中文数据增强包 ； NLP数据增强、bert数据增强、EDA：pip install nlpcda
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
Dataaugmentationforobjectdetection ⭐ 609
Data Augmentation For Object Detection
Webdataset ⭐ 562
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
Random Erasing ⭐ 547
Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST
Textflint ⭐ 513
Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing
Mobilepose Pytorch ⭐ 484
Light-weight Single Person Pose Estimator
Specaugment ⭐ 411
A Implementation of SpecAugment with Tensorflow & Pytorch, introduced by Google Brain
Pba ⭐ 400
Efficient Learning of Augmentation Policy Schedules
Deepconvsep ⭐ 397
Deep Convolutional Neural Networks for Musical Source Separation
Deltapy ⭐ 375
DeltaPy - Tabular Data Augmentation (by @firmai)
Amazon Forest Computer Vision ⭐ 353
Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch / Keras with lots of PyTorch tricks
Dataaug4nlp ⭐ 335
Collection of papers and resources for data augmentation for NLP.
Torch Audiomentations ⭐ 330
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
Mixup ⭐ 306
Implementation of the mixup training method
Drq ⭐ 296
DrQ: Data regularized Q
Torchsat ⭐ 285
🔥TorchSat 🌏 is an open-source deep learning framework for satellite imagery analysis based on PyTorch.
Rad ⭐ 273
RAD: Reinforcement Learning with Augmented Data
Image_augmentor ⭐ 263
Data augmentation tool for images
Solt ⭐ 246
Streaming over lightweight data transformations
Nlp Data Augmentation ⭐ 215
Data Augmentation for NLP. NLP数据增强
Mixup Generator ⭐ 212
An implementation of "mixup: Beyond Empirical Risk Minimization"
Zeroth ⭐ 211
Kaldi-based Korean ASR (한국어 음성인식) open-source project
Evoskeleton ⭐ 198
Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"
Scaper ⭐ 192
A library for soundscape synthesis and augmentation
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
Torch_videovision ⭐ 188
Transforms for video datasets in pytorch
Muda ⭐ 182
A library for augmenting annotated audio data
Stylealign ⭐ 173
[ICCV 2019]Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Transition
Tensorflow Mnist Cnn ⭐ 171
MNIST classification using Convolutional NeuralNetwork. Various techniques such as data augmentation, dropout, batchnormalization, etc are implemented.
Imagecorruptions ⭐ 159
Python package to corrupt arbitrary images.
Contrad ⭐ 142
Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)
What I Have Read ⭐ 141
Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers
Text2text ⭐ 140
Text2Text: Multilingual tokenization, embedding, search, translation, summarization, question generation, question answering, data augmentation, distance measurement
Semsegpipeline ⭐ 131
A simpler way of reading and augmenting image segmentation data into TensorFlow
Awesome Few Shot Image Generation ⭐ 116
A curated list of papers, code and resources pertaining to few-shot image generation
Ghost Free Shadow Removal ⭐ 115
[AAAI 2020] Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN
All Conv Keras ⭐ 113
All Convolutional Network: (https://arxiv.org/abs/1412.6806#) implementation in Keras
Unsupervised Data Augmentation ⭐ 110
Unofficial PyTorch Implementation of Unsupervised Data Augmentation.
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].
Grand ⭐ 100
Source code and dataset of the NeurIPS 2020 paper "Graph Random Neural Network for Semi-Supervised Learning on Graphs"
Fcn_train ⭐ 100
The code includes all the file that you need in the training stage for FCN
Tsaug ⭐ 95
A Python package for time series augmentation
Coursera Gan Specialization ⭐ 93
Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai
Allie ⭐ 85
🤖 A machine learning framework for audio, text, image, video, or .CSV files (50+ featurizers and 15+ model trainers).
Pytorch Auto Augment ⭐ 82
PyTorch implementation of AutoAugment.
Aaltd18 ⭐ 80
Data augmentation using synthetic data for time series classification with deep residual networks
Transformersdataaugmentation ⭐ 79
Code associated with the "Data Augmentation using Pre-trained Transformer Models" paper
Pose Adv Aug ⭐ 79
Code for "Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation" (CVPR 2018)
Augmentation For Lnl ⭐ 78
[CVPR 2021] Code for "Augmentation Strategies for Learning with Noisy Labels".
Cutmix ⭐ 77
a Ready-to-use PyTorch Extension of Unofficial CutMix Implementations with more improved performance.
Copy Paste Aug ⭐ 73
Copy-paste augmentation for segmentation and detection tasks
Doccreator ⭐ 70
DIAR software for synthetic document image and groundtruth generation, with various degradation models for data augmentation
Synthetic Occlusion ⭐ 70
Synthetic Occlusion Augmentation
Elasticdeform ⭐ 68
Differentiable elastic deformations for N-dimensional images (Python, SciPy, NumPy, TensorFlow, PyTorch).
Gaug ⭐ 65
AAAI'21: Data Augmentation for Graph Neural Networks
Mnist Challenge ⭐ 64
My solution to TUM's Machine Learning MNIST challenge 2016-2017 [winner]
Data_generator_object_detection_2d ⭐ 63
A data generator for 2D object detection
Social Nce ⭐ 61
[ICCV21] Official implementation of the "Social NCE: Contrastive Learning of Socially-aware Motion Representations" in PyTorch.
Pedestrian Synthesis Gan ⭐ 61
Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond
Pyraug ⭐ 59
Data Augmentation with Variational Autoencoders
How Far Can We Go With Mnist ⭐ 59
A collection of codes for 'how far can we go with MNIST' challenge
Epcdepth ⭐ 59
[ICCV 2021] Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation
Kitanaqa ⭐ 47
KitanaQA: Adversarial training and data augmentation for neural question-answering models
Social_distancing_with_ai ⭐ 46
Monitor people violating Social Distancing or not wearing Face Masks in public through CCTV footage.
Specaugment ⭐ 45
Tensor2tensor experiment with SpecAugment
Machine_learning_course ⭐ 44
Artificial intelligence/machine learning course at UCF in Spring 2020 (Fall 2019 and Spring 2019)
Keras Audiodatagenerator ⭐ 44
Augmented Audio Data Generator for 1D-Convolutional Neural Networks
Mrnet ⭐ 44
Implementation of the paper: Deep-learning-assisted diagnosis for knee magnetic resonance imaging: Development and retrospective validation of MRNet
Dips ⭐ 43
NAACL 2019: Submodular optimization-based diverse paraphrasing and its effectiveness in data augmentation
Fastai_sparse ⭐ 42
3D augmentation and transforms of 2D/3D sparse data, such as 3D triangle meshes or point clouds in Euclidean space. Extension of the Fast.ai library to train Sub-manifold Sparse Convolution Networks
F2gan Few Shot Image Generation ⭐ 41
Fusing-and-Filling GAN (F2GAN) for few-shot image generation, ACM MM2020
Candock ⭐ 41
A time series signal analysis and classification framework
Handwriting_recogition_using_adversarial_learning ⭐ 41
"Handwriting Recognition in Low-resource Scripts using Adversarial Learning ”, IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2019.
Audio_degrader ⭐ 39
Audio degradation toolbox in python, with a command-line tool. It is useful to apply controlled degradations to audio: e.g. data augmentation, evaluation in noisy conditions, etc.
Brain Tumor Detection ⭐ 39
Brain Tumor Detection Using Convolutional Neural Networks.
Skin Data Augmentation ⭐ 37
Source code for the paper 'Data Augmentation for Skin Lesion Analysis' - Best Paper Award at the ISIC Skin Image Analysis Workshop @ MICCAI 2018
Gandlf ⭐ 37
A generalizable application framework for segmentation, regression, and classification using PyTorch
Crnn Pytorch ⭐ 36
✍️ Convolutional Recurrent Neural Network in Pytorch | Text Recognition
Pilgram ⭐ 35
A python library for instagram filters
Learning From Rules ⭐ 35
Implementation of experiments in paper "Learning from Rules Generalizing Labeled Exemplars" to appear in ICLR2020 (https://openreview.net/forum?id=SkeuexBtDr)
Numpy Data Augmentation ⭐ 34
Data Augmentation using NumPy
Bird_species_classification ⭐ 34
Supervised Classification of bird species 🐦 in high resolution images, especially for, Himalayan birds, having diverse species with fairly low amount of labelled data
Snapmix ⭐ 34
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data (AAAI 2021)
Koeda ⭐ 33
Korean Easy Data Augmentation
Emotionalconversionstargan ⭐ 31
This repository contains code to replicate results from the ICASSP 2020 paper "StarGAN for Emotional Speech Conversion: Validated by Data Augmentation of End-to-End Emotion Recognition".
Keras Transform ⭐ 28
Library for data augmentation
Noisemix ⭐ 27
NoiseMix - data generation for natural language
1-100 of 315 projects

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Python Data Augmentation Projects (186)
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Artificial Intelligence 📦 72
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