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
14k stars
128 watching
2k forks
Language: Python
last commit: about 1 month ago
Linked from 6 awesome lists
augmentationdeep-learningdetectionfast-augmentationsimage-augmentationimage-classificationimage-processingimage-segmentationmachine-learningobject-detectionpythonsegmentation
josephmisiti/awesome-machine-learning
academic/awesome-datascience
christoschristofidis/awesome-deep-learning
bharathgs/awesome-pytorch-list
krzjoa/awesome-python-data-science
balavenkatesh3322/cv-pretrained-modelRelated projects:
| Repository | Description | Stars |
|---|---|---|
 aleju/imgaug | Tools for manipulating and enhancing images in machine learning applications | 14,458 |
 mdbloice/augmentor | Automates image data augmentation to expand datasets for machine learning algorithms | 5,084 |
 zhunzhong07/random-erasing | Provides data augmentation techniques to enhance image classification models | 723 |
 mahmoudnafifi/wb_color_augmenter | A tool that generates synthetic images with realistic color casts to augment deep learning models' performance on image classification and segmentation tasks. | 168 |
 facebookresearch/imagebind | An 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-pytorch | An implementation of deep image matting in PyTorch using a neural network architecture. | 821 |
 iver56/audiomentations | Library for audio data augmentation used in machine learning | 1,903 |
 junyanz/interactive-deep-colorization | A system for automatically colorizing black and white images with user interactions. | 2,701 |
| facebookresearch/augly | A data augmentation library providing various audio, image, text, and video transformations | 4,976 |
 chrissimpkins/crunch | An image optimization tool that reduces PNG file size by applying lossy compression algorithms | 3,362 |
 guillaume-chevalier/smoothly-blend-image-patches | A Python library that enables smooth image patch blending during segmentation using a U-Net neural network architecture. | 0 |
 jacobgil/pytorch-grad-cam | A package providing advanced explainability methods for deep learning models in computer vision | 10,781 |
 ibm/max-image-resolution-enhancer | Enhances image resolution while adding realistic details using AI-powered super-resolution techniques | 994 |
 marcoforte/closed-form-matting | Provides an implementation of image matting and background/foreground reconstruction from images with scribbles or trimaps. | 438 |
 csailvision/semantic-segmentation-pytorch | An implementation of semantic segmentation models on the MIT ADE20K dataset using PyTorch. | 4,963 |