JPEG DCT, Discrete Cosine Transform (JPEG Pt2)- Computerphile on HackerTube: recommended by 6 Hacker News commenters across 6 separate months, 2015–2026.
explainer · intro · evergreen
Mike Pound explains the discrete cosine transform and how it underpins JPEG compression. It is part two of Computerphile's JPEG series.
HN recommends it as an easy, clear intro to the DCT that finally made it click for several commenters.
“I finally understood DCT after watching”
6 Hacker News comments link this video. Each one links back to its thread.
There's a series of videos showing the algorithm: [link] I finally understood DCT after watching ▶ this video And someone created a "JPEG to PNG" tool that "finds the smoothest possible picture that encodes to the given JPEG file": [link] . I tried it with some very terribly compressed images, and the outputs were a lot better.
in “How JPEG works: Interactively explore JPEG's lossy compression methods” · View on HN
It receives information about the spacial frequency content of the image. If you're unfamiliar, it's definitely worth looking into the specifics of how this works, as it's quite impressive! Here's a few relevant Wikipedia articles, and a Computerphile video: [link] [link] ▶ this video
in “VideoGigaGAN: Towards detail-rich video super-resolution” · View on HN
There is a good video[1] from the Computerphile channel describing the concept in the context of JPEG. [1] ▶ this video
in “Technical Overview of AV1 Spec” · View on HN
The Computerphile channel has a nice series of videos on JPEG and one focusing on DCT [0]. It's a nice ans easy intro to the subject. [0]: ▶ this video
in “Video Codec in 100 lines of Rust” · View on HN
Pretty cool! I would add Computerphile's Youtube Video as a watch after this: ▶ this video . This is a part of their 4-video series on JPEG: [link]
in “Discrete Cosine Transform in Video Compression – Explain Like I'm Five” · View on HN
Honestly this presentation didn't work for me. I was amazed at the spectacle and a few things like perfect math world vs pixels and multi-sampler helped explain a few things but over all it was all over the place and didn't seem to get to many points or insights. It seems more like someone was asked to do a presentation, didn't have a solid idea of what to talk about, and so threw together a bunch of stuff until it filed their allotted time. I'm not trying to be discouraging. A great presentation can go a long way to making things understandable. For example this video explaining jpeg worked for me ▶ this video My point is only that fancy graphics and animation are not enough. The presentation actually has to get it's points across. Maybe this one worked for everyone but me but it didn't really work for me. I don't really know what to suggest to make it better. Maybe it all made more sense live with more talking. There were a few "bugs" For example slide 22, bi-linear filtering, pixels can't be 2 colors so that slide made no sense. On the positive side I would love to know what software to use to make presentations easy. Yea, I get the author made his own but in general, making animation is hard work. Worse, once I've made them, even if they didn't end up being good for explaining I put so much work into making them that I can't justify starting over for something that works better. So, anything that would make that process not be so much work would be amazingly helpful.
in “The Pixel Factory” · View on HN