Shypd.aiThe largest open index of AI toolsAugmentor is an image augmentation library in Python for machine learning. It helps expand datasets by generating augmented images through a pipeline of operations like rotations, zooms, and elastic distortions.
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Augmentor is a Python library designed for image augmentation in machine learning applications, particularly for expanding datasets used in neural networks and deep learning. It operates as a standalone, platform- and framework-independent tool, offering fine-grained control over augmentation processes. Users build an augmentation pipeline by adding a series of operations, such as rotations, zooms, perspective transforms, and elastic distortions, each with a specified probability. The library supports multi-threading for faster image generation and can augment ground truth data in parallel with original images. It also provides generators for direct integration with machine learning frameworks like Keras and PyTorch, allowing for on-the-fly data augmentation without saving to disk. Augmentor focuses on implementing real-world relevant augmentation techniques, including size-preserving rotations and shearing, and random erasing for robustness to occlusion.
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