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Input Normalization: What We Know, What We Don't, and Why It Works Anyway

August 23, 2025 • 28 min read • By Vladimir Iglovikov

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.

normalizationpreprocessingdeep-learningalbumentations

The Art and Science of Dithering: How We Taught Computers to Lie About Colors (And Why That's Beautiful)

The Art and Science of Dithering: How We Taught Computers to Lie About Colors (And Why That's Beautiful)
August 22, 2025 • 14 min read • By Vladimir Iglovikov

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.

transformsditheringimage-processingcomputer-graphicsalbumentations

AlbumentationsX: A Fork with Dual Licensing

June 25, 2025 • 3 min read • By Vladimir Iglovikov

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.

albumentationsxagplrelease
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