Unlocking Smaller Image Files: The Power of Advanced Compression Algorithms 📸

Discover how source coding, arithmetic coding, and asymmetric numeral systems can halve your image file sizes. Learn why these techniques aren't widely used yet and how they can revolutionize your image storage!

Unlocking Smaller Image Files: The Power of Advanced Compression Algorithms 📸
JentGent
341.0K views • Aug 18, 2024
Unlocking Smaller Image Files: The Power of Advanced Compression Algorithms 📸

About this video

an explanation of the source coding theorem, arithmetic coding, and asymmetric numeral systems
this was my entry into #SoMEpi. this video can get pretty confusing, so don't worry if it takes some rewatches to understand. if i had more time i would've made it better....but anyway i hadn't seen many videos on this so i hope it is a helpful introduction

Reducible's huffman codes video: https://www.youtube.com/watch?v=B3y0RsVCyrw

arithmetic coding implementation: https://marknelson.us/posts/2014/10/19/data-compression-with-arithmetic-coding.html

tabled asymmetric numeral system implementation: https://github.com/JentGent/tANS/blob/main/ans.ipynb

00:00 intro
01:07 what's wrong with huffman
02:46 prove the source coding theorem
05:35 entropy and information theory
06:59 everything is a number
07:50 arithmetic coding
11:38 asymmetric numeral systems

the music is debussy, satie, and schumann

Video Information

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341.0K

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Duration

18:23

Published

Aug 18, 2024

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