albumentations

Image Augmentation Library

A Python library providing a flexible and fast image augmentation tool for machine learning and computer vision tasks.

Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

GitHub

14k stars
128 watching
2k forks
Language: Python
last commit: almost 2 years ago
Linked from 6 awesome lists

augmentationdeep-learningdetectionfast-augmentationsimage-augmentationimage-classificationimage-processingimage-segmentationmachine-learningobject-detectionpythonsegmentation

Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
aleju/imgaugTools for manipulating and enhancing images in machine learning applications14,458
mdbloice/augmentorAutomates image data augmentation to expand datasets for machine learning algorithms5,084
zhunzhong07/random-erasingProvides data augmentation techniques to enhance image classification models723
mahmoudnafifi/wb_color_augmenterA tool that generates synthetic images with realistic color casts to augment deep learning models' performance on image classification and segmentation tasks.168
facebookresearch/imagebindAn AI framework that combines data from multiple sources into a single embedding space, enabling various applications such as cross-modal retrieval and generation.8,424
foamliu/deep-image-matting-pytorchAn implementation of deep image matting in PyTorch using a neural network architecture.821
iver56/audiomentationsLibrary for audio data augmentation used in machine learning1,903
junyanz/interactive-deep-colorizationA system for automatically colorizing black and white images with user interactions.2,701
facebookresearch/auglyA data augmentation library providing various audio, image, text, and video transformations4,976
chrissimpkins/crunchAn image optimization tool that reduces PNG file size by applying lossy compression algorithms3,362
guillaume-chevalier/smoothly-blend-image-patchesA Python library that enables smooth image patch blending during segmentation using a U-Net neural network architecture.0
jacobgil/pytorch-grad-camA package providing advanced explainability methods for deep learning models in computer vision10,781
ibm/max-image-resolution-enhancerEnhances image resolution while adding realistic details using AI-powered super-resolution techniques994
marcoforte/closed-form-mattingProvides an implementation of image matting and background/foreground reconstruction from images with scribbles or trimaps.438
csailvision/semantic-segmentation-pytorchAn implementation of semantic segmentation models on the MIT ADE20K dataset using PyTorch.4,963