data-augmentation

There are 33 repositories under data-augmentation topic.

snorkel-team / snorkel
A system for quickly generating training data with weak supervision
ai data-augmentation data-science data-slicing labeling machine-learning python snorkel training-data weak-supervision
Language:Python 5719
DALI
NVIDIA / DALI
A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.
audio-processing data-augmentation data-processing deep-learning fast-data-pipeline gpu gpu-tensorflow image-augmentation image-processing machine-learning mxnet neural-network paddle python pytorch
Language:C++ 4930
ZhaoJ9014 / face.evoLVe
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
artificial-intelligence computer-vision convolutional-neural-network data-augmentation deep-learning face-alignment face-detection face-landmark-detection face-recognition feature-extraction fine-tuning hard-negative-mining imbalanced-learning machine-learning model-training nus pytorch supervised-learning tencent transfer-learning
Language:Python 3363
QData / TextAttack
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
machine-learning security natural-language-processing nlp adversarial-machine-learning adversarial-attacks data-augmentation adversarial-examples
Language:Python 2775
webdataset / webdataset
A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
data-augmentation deep-learning pytorch webdataset webdataset-format
Language:Python 1997
torchio
fepegar / torchio
Medical imaging toolkit for deep learning
augmentation data-augmentation deep-learning machine-learning medical-image-analysis medical-image-computing medical-image-processing medical-images medical-imaging-datasets medical-imaging-with-deep-learning python pytorch
Language:Python 1968
iver56 / audiomentations
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
audio sound data-augmentation augmentation sound-processing python machine-learning music deep-learning audio-effects audio-data-augmentation dsp
Language:Python 1709
425776024 / nlpcda
一键中文数据增强包； NLP数据增强、bert数据增强、EDA：pip install nlpcda
chinese-data-augmentation chinese-eda data-augmentation nlp nlpcda
Language:Python 1694
AgaMiko / data-augmentation-review
List of useful data augmentation resources. You will find here some not common techniques, libraries, links to GitHub repos, papers, and others.
data-augmentation data-synthesis data-generation generative-adversarial-network review survey style-transfer machine-learning augmentation-policies data-augmentations autoaugment graph-data-augmentation image-augmentation audio-augmentation nlp-augmentation
1568
jasonwei20 / eda_nlp
Data augmentation for NLP, presented at EMNLP 2019
classification cnn data-augmentation embeddings nlp position rnn sentence swap synonyms text-classification
Language:Python 1553
yongzhuo / nlp_xiaojiang
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
bert chatbot chinese data-augmentation distance enhance feature nlp text-augment text-classification xlnet
Language:Python 1512
visual-layer / fastdup
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.
data-curation dataset deep-learning image-duplicate-detection machine-learning novelty-detection object-detection outlier-detection python visual-search data-augmentation image-classification image image-classfication image-processing visualization-tools image-analysis visualization image-similarity
Language:Python 1423
zhanlaoban / EDA_NLP_for_Chinese
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。
eda data-augmentation chinese-data-augmentation chinese easy-data-augmentation text-classification
Language:Python 1319
LirongWu / awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
data-augmentation deep-learning graph-neural-networks machine-learning pre-training pretext-task representation-learning self-supervised-learning transfer-learning unsupervised-learning
1293
Paperspace / DataAugmentationForObjectDetection
Data Augmentation For Object Detection
bounding-box data-augmentation deep-learning imagine-augmentation object-detection opencv
Language:Jupyter Notebook 1116
asteroid-team / torch-audiomentations
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
data-augmentation pytorch audio-data-augmentation audio waveform dsp audio-effects machine-learning deep-learning music sound sound-processing augmentation python differentiable-data-augmentation
Language:Python 889
styfeng / DataAug4NLP
Collection of papers and resources for data augmentation for NLP.
acl2021 artificial-intelligence data-augmentation deep-learning machine-learning natural-language-processing survey survey-paper text-classification transformers
817
goru001 / inltk
Natural Language Toolkit for Indic Languages aims to provide out of the box support for various NLP tasks that an application developer might need
nlp deep-learning indic-languages pytorch data-augmentation sentence-similarity sentence-encoding word-embeddings sentence-embeddings
Language:Python 812
zhunzhong07 / Random-Erasing
Random Erasing Data Augmentation. Experiments on CIFAR10, CIFAR100 and Fashion-MNIST
aaai2020 data-augmentation image-classification object-detection person-re-identification pytorch
Language:Python 713
DemisEom / SpecAugment
A Implementation of SpecAugment with Tensorflow & Pytorch, introduced by Google Brain
data-augmentation python pytorch specaugment speech speech-recognition tensorflow
Language:Python 634
textflint
textflint / textflint
Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing
adversarial-samples attack data-augmentation model-robustness robustness-analysis subpopulation text-augmentation text-transformations transformation
Language:Python 630
YuliangXiu / MobilePose
Light-weight Single Person Pose Estimator
pytorch deeppose deep-learning pose-estimation mobilenetv2 data-augmentation dataloader machine-learning resnet-18 mobile-device shufflenet shufflenetv2 shufflenet-v2 squeezenet real-time realtime heatmap dsntnn lightweight
Language:Jupyter Notebook 627
Westlake-AI / openmixup
CAIRI Supervised, Semi- and Self-Supervised Visual Representation Learning Toolbox and Benchmark
pytorch awesome-list awesome-mim awesome-mixup contrastive-learning data-augmentation image-classifcation imagenet masked-image-modeling mixup self-supervised-learning semi-supervised-learning vision-transformer deep-learning benchmark automix data-generation machine-learning
Language:Python 574
firmai / deltapy
DeltaPy - Tabular Data Augmentation (by @firmai)
data-augmentation tabular-data feature-extraction feature-engineering time-series augmentation data-science machine-learning finance
Language:Jupyter Notebook 530
conradry / copy-paste-aug
Copy-paste augmentation for segmentation and detection tasks
instance-segmentation object-detection deep-learning data-augmentation copy-paste
Language:Jupyter Notebook 516
arcelien / pba
Efficient Learning of Augmentation Policy Schedules
machine-learning data-science artificial-intelligence deep-learning python automl data-augmentation augmentation automated-machine-learning tensorflow convolutional-neural-networks image-classification
Language:Jupyter Notebook 503
MTG / DeepConvSep
Deep Convolutional Neural Networks for Musical Source Separation
signal-processing deep-learning source-separation theano convolutional-neural-networks sample-querying data-augmentation data-generation score-synthesis audio-synthesis
Language:Python 465
hongyi-zhang / mixup
Implementation of the mixup training method
cifar data-augmentation gan mixup pytorch
Language:Python 459
quqxui / Awesome-LLM4IE-Papers
Awesome papers about generative Information Extraction (IE) using Large Language Models (LLMs)
cross-domain-learning data-augmentation event-arguments event-detection event-extraction few-shot-learning in-context-learning information-extraction knowledge-graph-construction large-language-models named-entity-recognition relation-extraction zero-shot-learning
449
codebox / image_augmentor
Data augmentation tool for images
data-augmentation image-augmentor machine-learning
Language:Python 438
amanchadha / coursera-gan-specialization
Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai
coursera gan gans generative-adversarial-network generative-model deeplearning-ai stylegan dcgan wgan pix2pix pytorch conditional-gan bias bias-detection biggan u-net data-augmentation artificial-intelligence deep-learning neural-network
Language:Jupyter Notebook 406
denisyarats / drq
DrQ: Data regularized Q
actor-critic control data-augmentation deep-learning deep-reinforcement-learning dm-control drq gym model-free mujoco off-policy pixel python pytorch reinforcement-learning rl sac soft-actor-crit
Language:Jupyter Notebook 398
tigerlab-ai / tiger
Open Source LLM toolkit to build trustworthy LLM applications. TigerArmor (AI safety), TigerRAG (embedding, RAG), TigerTune (fine-tuning)
classification fine-tuning llm llm-training rag ai-safety data-augmentation large-language-models aisafety
Language:Jupyter Notebook 386
sshuair / torchsat
🔥TorchSat 🌏 is an open-source deep learning framework for satellite imagery analysis based on PyTorch.
pytorch deep-learning satellite satellite-imagery torchvision remote-sensing data-augmentation classification semantic-segmentation
Language:Python 382
bethgelab / imagecorruptions
Python package to corrupt arbitrary images.
image-corruptions data-augmentation python pip3
Language:Python 378
mratsim / Amazon-Forest-Computer-Vision
Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch / Keras with lots of PyTorch tricks
pytorch data-augmentation kaggle-competition kaggle deep-learning computer-vision keras neural-networks neural-network-example transfer-learning
Language:Jupyter Notebook 366