Top data-augmentation open source projects

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

✭ 294

language jupyter-notebook deep-learning machine-learning deep-neural-networks transformer google-cloud nlp-machine-learning data-augmentation attention-is-all-you-need

Drq

DrQ: Data regularized Q

✭ 268

python jupyter-notebook deep-learning pytorch reinforcement-learning deep-reinforcement-learning control data-augmentation gym rl actor-critic pixel mujoco

Torchsat

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

✭ 261

python deep-learning pytorch classification semantic-segmentation data-augmentation remote-sensing satellite satellite-imagery

pytorch-ricap

PyTorch implementation of RICAP (Random Image Cropping And Patching)

✭ 40

python pytorch image-classification data-augmentation

EmotionalConversionStarGAN

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".

✭ 92

python shell deep-neural-networks deep-learning speech-synthesis generative-adversarial-network data-augmentation emotion-recognition icassp stargan imperial-college-london stargan-vc icassp-2020 augsburg-university imperial-glam

thelper

Training framework & tools for PyTorch-based machine learning projects.

✭ 14

python training machine-learning deep-learning models pytorch data-augmentation data-loader

polyagamma

An efficient and flexible sampler of the Pólya-Gamma distribution with a NumPy/SciPy compatible interface.

✭ 15

c python cython shell Makefile data-augmentation polya-gamma polyagamma polya-gamma-distribution

DeepSentiPers

Repository for the experiments described in the paper named "DeepSentiPers: Novel Deep Learning Models Trained Over Proposed Augmented Persian Sentiment Corpus"

✭ 17

Jupyter Notebook deep-neural-networks sentiment-analysis neural-network keras corpus cnn dataset lstm classification opinion-mining score data-augmentation polarity wordembeddings architectures fasttext-embeddings persian-sentiment persian-sentiment-analysis

all-classifiers-2019

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

✭ 24

Jupyter Notebook python deep-neural-networks caffe computer-vision artificial-intelligence artificial-neural-networks convolutional-neural-networks fastai data-augmentation artificial-intelligence-algorithms openvino intel-movidius lymphoblastic-leukemia-classifiers python-classifiers

text2text

Text2Text: Cross-lingual natural language processing and generation toolkit

volumentations

Augmentation package for 3d data based on albumentaitons

✭ 26

python machine-learning point-cloud mesh 3d data-augmentation albumentations

consistency-adversarial

Consistency Regularization for Adversarial Robustness (AAAI 2022)

✭ 37

python data-augmentation adversarial-training consistency-regularization

general backbone

No description or website provided.

✭ 37

python backbone image-classification resnet data-augmentation cnn-pytorch

numpy-data-augmentation

Data Augmentation using NumPy

✭ 50

python numpy data-augmentation

allie

🤖 A machine learning framework for audio, text, image, video, or .CSV files (50+ featurizers and 15+ model trainers).

Tensorflow-data-loader

Reading data into tensorflow using tf.data function

✭ 15

python tensorflow datalayer dataloader data-augmentation reading-data

mixup

speechpro.com/

✭ 23

C++CMake Dockerfile speech-recognition regularization data-augmentation acoustic-models mixup lattice-free-mmi

webdataset

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

✭ 816

Jupyter Notebook python deep-learning pytorch data-augmentation webdataset webdataset-format

mnist-challenge

My solution to TUM's Machine Learning MNIST challenge 2016-2017 [winner]

✭ 68

Jupyter Notebook python machine-learning deep-neural-networks kernel deep-learning neural-network mnist pca logistic-regression rbm gaussian-processes data-augmentation k-nn

resnet-cifar10

ResNet for Cifar10

✭ 21

deep-neural-networks resnet residual-networks cifar10 data-augmentation

augraphy

Augmentation pipeline for rendering synthetic paper printing, faxing, scanning and copy machine processes

✭ 49

python machine-learning deep-neural-networks image-processing data-augmentation data-pipeline synthetic-data training-data synthetic-dataset-generation augmentation-pipeline crappification

elasticdeform

Differentiable elastic deformations for N-dimensional images (Python, SciPy, NumPy, TensorFlow, PyTorch).

✭ 134

c python C++tensorflow pytorch data-augmentation elastic-deformations

bird species classification

Supervised Classification of bird species 🐦 in high resolution images, especially for, Himalayan birds, having diverse species with fairly low amount of labelled data

✭ 59

python keras cnn image-classification ensemble-learning inceptionv3 data-augmentation mask-rcnn bird-species-classification inception-resnet-v2 multi-stage-training imagenet-models rcnn-crops

candock

A time series signal analysis and classification framework

✭ 56

python deep-learning eeg classification data-preprocessing data-augmentation series-signal-analysis

KoEDA

Korean Easy Data Augmentation

✭ 62

python nlp natural-language-processing korean data-augmentation korean-nlp easy-data-augmentation koeda a-easier-data-augmentation

semantic-parsing-dual

Source code and data for ACL 2019 Long Paper ``Semantic Parsing with Dual Learning".

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python shell natural-language-processing semi-supervised-learning data-augmentation semantic-parsing dual-learning

Awesome-Few-Shot-Image-Generation

A curated list of papers, code and resources pertaining to few-shot image generation.

✭ 209

data-augmentation few-shot-learning few-shot-generation few-shot-image-generation

fastai sparse

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

✭ 46

Jupyter Notebook python mesh 3d data-augmentation 3d-segmentation 3d-transformation 3d-augmentation point-clound 3d-sparse-data sparseconvnet

Keras-MultiClass-Image-Classification

Multiclass image classification using Convolutional Neural Network

keras-transform

Library for data augmentation

✭ 31

python deep-learning keras data-augmentation

Unets

Implemenation of UNets for Lung Segmentation

✭ 18

python deep-learning keras image-processing unet xray data-augmentation unet-image-segmentation unet-keras

audio degrader

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.

✭ 40

python Makefile audio evaluation wav mir data-augmentation audio-processing controlled-degradations

GAug

AAAI'21: Data Augmentation for Graph Neural Networks

✭ 139

python shell data-augmentation graph-neural-networks

manifold mixup

Tensorflow implementation of the Manifold Mixup machine learning research paper

✭ 24

python Makefile machine-learning deep-neural-networks research deep-learning tensorflow regularization data-augmentation

KitanaQA

KitanaQA: Adversarial training and data augmentation for neural question-answering models

✭ 58

python nlp natural-language-processing pytorch transformer question-answering bert data-augmentation adversarial-attacks adversarial-training ml-automation

awesome-graph-self-supervised-learning

Awesome Graph Self-Supervised Learning

✭ 805

machine-learning deep-learning transfer-learning representation-learning unsupervised-learning data-augmentation graph-neural-networks self-supervised-learning pre-training pretext-task

coursera-gan-specialization

Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai

MobilePose

Light-weight Single Person Pose Estimator

EPCDepth

[ICCV 2021] Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation

✭ 105

python deep-learning unsupervised stereo data-augmentation depth-estimation monodepth self-supervised monocular monocular-depth-estimation

Learning-From-Rules

Implementation of experiments in paper "Learning from Rules Generalizing Labeled Exemplars" to appear in ICLR2020 (https://openreview.net/forum?id=SkeuexBtDr)

✭ 46

python shell perl weak-supervision representation-learning data-augmentation weakly-supervised-learning weakly-supervised rulebasednlp iclr2020 rule-based-nlp high-level-supervision

ccgl

TKDE 22. CCCL: Contrastive Cascade Graph Learning.

✭ 20

python twitter graph weibo acm dblp data-augmentation aps popularity-prediction information-cascade information-diffusion self-supervised-learning

PointCutMix

our code for paper 'PointCutMix: Regularization Strategy for Point Cloud Classification'

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python Cuda c C++deep-learning point-cloud data-augmentation 3d-deep-learning

SnapMix

SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data (AAAI 2021)

✭ 127

python data-augmentation mixup fine-grained-recognition cutmix aaai2021

CAPRICEP

An extended TSP (Time Stretched Pulse). CAPRICEP substantially replaces FVN. CAPRICEP enables interactive and real-time measurement of the linear time-invariant, the non-linear time-invariant, and random and time varying responses simultaneously.

✭ 23

matlab wav tsp data-augmentation acoustic-measurements speech-measurement

Image-Rotation-and-Cropping-tensorflow

Image rotation and cropping out the black borders in TensorFlow

✭ 14

Jupyter Notebook python tensorflow data-augmentation image-augmentation image-rotation rotation-cropping

specAugment

Tensor2tensor experiment with SpecAugment

✭ 46

python speech-recognition data-augmentation tensor2tensor specaugment

advchain

[Medical Image Analysis] Adversarial Data Augmentation with Chained Transformations (AdvChain)

✭ 32

Jupyter Notebook python deep-learning pytorch robust-optimization data-augmentation adversatial-training

GaNDLF

A generalizable application framework for segmentation, regression, and classification using PyTorch

✭ 77

python Roff machine-learning framework deep-learning regression pytorch medical-imaging classification segmentation data-augmentation biomedical-image-processing medical-informatics medical-image-analysis clinical-workflow

machine learning course

Artificial intelligence/machine learning course at UCF in Spring 2020 (Fall 2019 and Spring 2019)

✭ 47

Jupyter Notebook TeX python machine-learning deep-learning linear-regression feature-extraction logistic-regression convolutional-neural-networks gradient-descent pretrained-models data-augmentation backpropagation-algorithm keras-tensorflow fine-tuning

mrnet

Building an ACL tear detector to spot knee injuries from MRIs with PyTorch (MRNet)

ChineseNER

中文NER的那些事儿

DataAugmentationTF

Implementation of modern data augmentation techniques in TensorFlow 2.x to be used in your training pipeline.

✭ 35

Jupyter Notebook python computer-vision keras deeplearning cutout data-augmentation mixup tensorflow2 cutmix augmix

Top 112 data-augmentation open source projects