data-augmentation

There are 36 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 5844
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.
fast-data-pipeline image-augmentation data-augmentation image-processing data-processing deep-learning machine-learning python neural-network gpu gpu-tensorflow audio-processing pytorch mxnet paddle
Language:C++ 5507
ZhaoJ9014 / face.evoLVe
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
pytorch face-recognition face-detection face-alignment face-landmark-detection model-training feature-extraction fine-tuning data-augmentation deep-learning computer-vision imbalanced-learning transfer-learning hard-negative-mining supervised-learning nus tencent convolutional-neural-network machine-learning artificial-intelligence
Language:Python 3540
QData / TextAttack
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
adversarial-attacks adversarial-examples adversarial-machine-learning data-augmentation machine-learning natural-language-processing nlp security
Language:Python 3138
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 2547
torchio
TorchIO-project / torchio
Medical imaging processing for AI applications.
pytorch medical-image-computing deep-learning data-augmentation medical-images machine-learning python medical-image-processing medical-image-analysis medical-imaging-datasets medical-imaging-with-deep-learning augmentation
Language:Python 2269
iver56 / audiomentations
A Python library for audio data augmentation. Useful for making audio ML models work well in the real world, not just in the lab.
audio sound data-augmentation augmentation sound-processing python machine-learning music deep-learning audio-effects audio-data-augmentation dsp
Language:Python 2137
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 1821
visual-layer / fastdup
fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.
data-augmentation data-curation dataset deep-learning image image-analysis image-classfication image-classification image-duplicate-detection image-processing image-similarity machine-learning novelty-detection object-detection outlier-detection python visual-search visualization visualization-tools
Language:Python 1729
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.
audio-augmentation augmentation-policies autoaugment data-augmentation data-augmentations data-generation data-synthesis generative-adversarial-network graph-data-augmentation image-augmentation machine-learning nlp-augmentation review style-transfer survey
1632
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 1629
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
chatbot feature data-augmentation text-augment enhance chinese nlp distance bert xlnet text-classification
Language:Python 1532
LirongWu / awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
self-supervised-learning machine-learning unsupervised-learning graph-neural-networks pre-training data-augmentation pretext-task representation-learning transfer-learning deep-learning
1409
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。
chinese chinese-data-augmentation data-augmentation easy-data-augmentation eda text-classification
Language:Python 1368
Tebmer / Awesome-Knowledge-Distillation-of-LLMs
This repository collects papers for "A Survey on Knowledge Distillation of Large Language Models". We break down KD into Knowledge Elicitation and Distillation Algorithms, and explore the Skill & Vertical Distillation of LLMs.
data-augmentation instruction-following kd knowledge-distillation large-language-model llm self-training survey compression data-synthesis feedback multi-modal self-distillation alignment supervised-finetuning
1169
Paperspace / DataAugmentationForObjectDetection
Data Augmentation For Object Detection
data-augmentation imagine-augmentation object-detection bounding-box deep-learning opencv
Language:Jupyter Notebook 1151
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 1026
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
924
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
data-augmentation deep-learning indic-languages nlp pytorch sentence-embeddings sentence-encoding sentence-similarity word-embeddings
Language:Python 829
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
828
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 726
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 658
DemisEom / SpecAugment
A Implementation of SpecAugment with Tensorflow & Pytorch, introduced by Google Brain
data-augmentation python pytorch specaugment speech speech-recognition tensorflow
Language:Python 647
textflint
textflint / textflint
Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing
model-robustness adversarial-samples text-transformations text-augmentation robustness-analysis data-augmentation transformation subpopulation attack
Language:Python 643
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 641
conradry / copy-paste-aug
Copy-paste augmentation for segmentation and detection tasks
copy-paste data-augmentation deep-learning instance-segmentation object-detection
Language:Jupyter Notebook 557
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 552
synthcity
vanderschaarlab / synthcity
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
data-augmentation fairness-ml generative-model machine-learning privacy pytorch synthetic-data tabular-data
Language:Python 532
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 507
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 477
MTG / DeepConvSep
Deep Convolutional Neural Networks for Musical Source Separation
audio-synthesis convolutional-neural-networks data-augmentation data-generation deep-learning sample-querying score-synthesis signal-processing source-separation theano
Language:Python 473
hongyi-zhang / mixup
Implementation of the mixup training method
mixup pytorch cifar data-augmentation gan
Language:Python 466
codebox / image_augmentor
Data augmentation tool for images
data-augmentation image-augmentor machine-learning
Language:Python 454
bethgelab / imagecorruptions
Python package to corrupt arbitrary images.
data-augmentation image-corruptions pip3 python
Language:Python 428
denisyarats / drq
DrQ: Data regularized Q
rl reinforcement-learning deep-learning mujoco dm-control gym pixel sac soft-actor-crit pytorch python actor-critic control drq deep-reinforcement-learning data-augmentation off-policy model-free
Language:Jupyter Notebook 413
sshuair / torchsat
🔥TorchSat 🌏 is an open-source deep learning framework for satellite imagery analysis based on PyTorch.
classification data-augmentation deep-learning pytorch remote-sensing satellite satellite-imagery semantic-segmentation torchvision
Language:Python 397