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Image Augmentation Tools

Libraries and frameworks that provide techniques for artificially expanding image datasets through transformations like rotation, flipping, color adjustments, and distortions, primarily used to improve machine learning model training and prevent overfitting in computer vision applications.

5 projects

13,547 contributors

$36M

ImageMagick

ImageMagick is a software suite for creating, editing, composing, and converting digital images. It supports reading, writing, and manipulating images in over 200 formats, including common formats like JPEG, PNG, GIF, TIFF, and PDF. The software can resize, rotate, sharpen, reduce noise, adjust colors, apply effects, and perform other image processing operations through both command-line tools and programming APIs.

Contributors

5,030

Organizations

721

Software value

$27M

Pillow

Pillow is a popular Python library for image processing and manipulation. It provides extensive functionality for opening, manipulating, and saving various image file formats, offering features like resizing, rotating, filtering, drawing, and image format conversion. It is a fork and successor of the Python Imaging Library (PIL).

Contributors

4,683

Organizations

1,168

Software value

$3.9M

MMCV

MMCV is a foundational computer vision library that provides a wide range of utilities and operations for deep learning research and development. It includes efficient implementations of common vision operations, CUDA acceleration, and serves as a base dependency for the OpenMMLab computer vision projects.

Contributors

2,317

Organizations

260

Software value

$2.5M

Albumentations

Albumentations is a fast and flexible image augmentation library designed for computer vision tasks. It provides a collection of image transformations for object detection, segmentation and classification tasks, with an emphasis on performance and ease of use.

Contributors

1,402

Organizations

278

Software value

$1.8M

Flyimg

A real-time image resizing and processing service that provides a Docker-based solution for manipulating images on-the-fly through URL parameters, supporting operations like resizing, cropping, and format conversion

Contributors

115

Organizations

28

Software value

$329K

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