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Data Augmentation

15 projects

Showing 15 of 15 projects

albumentations - A fast and framework agnostic image augmentation library
albumentations - A fast and framework agnostic image augmentation libraryPython

A fast and flexible Python library for image augmentation in computer vision tasks like classification, segmentation, and object detection.

#fast-augmentations#python-library#image-augmentation
Stars15.3k
Forks1.7k
Last commit11 months ago
imgaug
imgaugPython

A Python library for augmenting images and associated data (heatmaps, keypoints, bounding boxes) for machine learning projects.

#python-library#training-data#affine-transformation
Stars14.7k
Forks2.5k
Last commit1 year ago
kornia
korniaPython

A differentiable computer vision library for PyTorch, providing geometric vision and image processing algorithms for AI workflows.

#robotics#spatial-ai#neural-network
Stars11.2k
Forks1.2k
Last commit1 day ago
snorkel
snorkelPython

A Python library for programmatically building and managing training data using weak supervision.

#programmatic-labeling#weak-supervision#ai
Stars6.0k
Forks856
Last commit1 month ago
Augmentor
AugmentorPython

A Python library for image augmentation in machine learning, offering a stochastic pipeline approach with fine-grained control over operations.

#pytorch-integration#python-library#image-augmentation
Stars5.1k
Forks875
Last commit2 years ago
captcha_trainer
captcha_trainerPython

A deep learning framework for training image classification models to solve complex captcha and OCR tasks.

#deep-learning#captcha-recognition#cnn
Stars3.2k
Forks823
Last commit7 months ago
audiomentations
audiomentationsPython

A Python library for audio data augmentation to improve the robustness of audio machine learning models.

#sound#music#python-library
Stars2.3k
Forks219
Last commit1 month ago
ydata-synthetic
ydata-syntheticJupyter Notebook

A Python package for generating synthetic tabular and time-series data using state-of-the-art generative models like GANs and Gaussian Mixtures.

#python-library#training-data#datagenerator
Stars1.6k
Forks259
Last commit1 month ago
KerasCV
KerasCVPython

A library of modular computer vision components built on Keras 3, supporting TensorFlow, JAX, and PyTorch backends.

#deep-learning#keras#data-augmentation
Stars1.1k
Forks324
Last commit3 months ago
JasonLiTW/simple-railway-captcha-solver#english-version
JasonLiTW/simple-railway-captcha-solver#english-versionPython

A CNN-based captcha solver for Taiwan Railway booking website with a training set generator that mimics captcha style and uses data augmentation.

#captcha-generator#cnn-keras#synthetic-data
Stars815
Forks168
Last commit3 years ago
TabGAN
TabGANPython

A Python library for generating high-quality synthetic tabular data using GANs, diffusion models, and large language models.

#gans#privacy-preservation#train-dataframe
Stars570
Forks83
Last commit2 months ago
U-Net
U-NetPython

A U-Net implementation for brain tumor segmentation using the BRATS 2017 dataset with data augmentation and dice loss.

#tensorlayer#deep-learning#brain-tumor
Stars535
Forks179
Last commit6 years ago
Kaggle Galaxy Challenge
Kaggle Galaxy ChallengePython

Winning solution for the Galaxy Challenge on Kaggle, using convolutional neural networks to classify galaxy morphologies.

#kaggle-competition#astronomy#data-augmentation
Stars500
Forks184
Last commit11 years ago
muda
mudaPython

A Python library for annotation-aware musical data augmentation to improve statistical model training.

#music#python-library#music-information-retrieval
Stars237
Forks32
Last commit5 years ago
pydiogment
pydiogmentPython

Python library for audio augmentation, generating multiple audio files from a mono source with speed, tone, and amplitude modifications.

#sound#python-library#wav-files
Stars85
Forks16
Last commit2 years ago

Related Tags

#Machine Learning13#Deep Learning11#Python Library9#Computer Vision8#Python7#Tensorflow6#Augmentation5#Image Classification4#Image Augmentation3#Training Data3#Audio Processing3#Audio Augmentation3
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