Blog
Practical tutorials, release notes, and implementation details from the Albumentations team.
When you flip a face horizontally, the left eye becomes the right eye - but your model doesn't know that. Learn how AlbumentationsX's label_mapping feature automatically swaps and reorders keypoint labels during augmentation, reducing landmark detection error by 33%.
A deep dive into input normalization: the solid mathematics for simple cases, the empirical evidence for complex networks, and the fascinating gap between what we can prove and what actually works.
From newspaper halftones to modern pixel art masterpieces, discover the fascinating world of dithering - a technique that creates the impossible illusion of millions of colors using only a handful. A journey through time, mathematics, and the art of beautiful deception.
AlbumentationsX is a fork of the Albumentations library with dual licensing (AGPL/Commercial). Learn why the change was made and how it affects open-source and commercial users.