How Stable Diffusion Works (AI Image Generation)

[ahumon]

It’s insane just how informative this is. When I watch a Gonkee video, I expect a funny video, but this has taught me more than any wikipedia article ever could.

[andrewstephens]

please make more videos like this regarding AI. I've learned so much from this in 30 min than the past 3 hours I've been studying. Informative, entertaining and hilarious. You sir a gem 🙌

[KBRoller]

An important aspect of this that a lot of people misunderstand is that the things which are learned are kernels and visually semantic text embeddings. Which are very different from just memorizing/copying the training data, despite so many people insisting these models are, in fact, just copying/stealing training data. This is much more akin to how humans learn to make art: studying existing works, extracting those observations into features and techniques (kernels), learning how words describe visuals by... learning to talk, basically (visual semantic embeddings), and then combining it all to make new images. Although the diffusion model is more like "learning to remove stuff that doesn't match the requested visuals", there's a famous quote attributed to Michelangelo about how his sculpting is just "removing the marble that is not David" from the block -- very similar.

[dexterathferth]

Excellent, excellent video. So refreshing to have someone who pulls back a bit from the camera and doesn't talk in an obnoxious, gamer way, and instead explains very clearly and precisely, using helpful accompanying materials. Definitely one of the best deeper SD explanations.😃

[SombreroMan]

Before watching this video, I had no idea how any of this stuff worked. You were able to explain these concepts to me in a way that many other videos failed, and in only 30 minutes as well. Wow.

[ujjwalkumar-ufnj]

Buddy, youtube needs more creators like you, I watched a lot of videos on stable diffusion but non of them made this much sense, please upload more deep learning content like this, the way you summarized computer vision is just amazing.

[NotTofuFood]

I found your channel close to 3 years ago off a reddit post and commented on your very first video. I did not know this was the same person going into this video, and I was absolutely MIND BLOWN. Insane progress and I am so proud of your videos. This video was incredible and actually blew my mind. Great job.

[naytron]

This is, by far, the best explanation I've come across in my search to understand how SD is doing what it does. Bravo sir, and thank you!

[danieljunginger]

21:01 yo I had to stop the video just after you said 'if you don't get anything from here on now don't stress out...', to tell you that I think you are amazing for daring to making videos like this, where you maybe don't have the biggest audience (yet), but provide people who actually care with so much value. I feel like you really stand out with this combination of explaining it in easy terms (in relation to the complexity of the topic) but sufficiently enough to give others an actual grasp of the topic and enabling people to make more advanced research afterwards. I think that in some weird sense the saying: "Give a Man a Fish, and You Feed Him for a Day. Teach a Man To Fish, and You Feed Him for a Lifetime". describes pretty well how I think about your content. Thank you very much for your efforts Gonkee and keep it going! <3

[chemaguerra]

Absolutely wonderful effort. Much liked and appreciated, Gonkee.

[ManderO]

bro god bless you for how much effort you put into this, you have learned what people study in uni for years, i look up to you, thank you so much for the educational content

[KnoWell]

Excellent presentation. I especially like your statement, "If you have made it this far in the video? That's already pretty impressive."

What is truly impressive is the level of detail that you deliver in a short amount of time.

Thank you,
~3K

[DruidpathXo]

This is an amazing video, I've been struggling with the concept, well, and laziness but this video has inspired me to continue ny project which contains some aspect of stable diffusion, thank you

[BinaryDash]

I should note that if you are having trouble connecting to a wireless printer (or a chromecast in my case) check that you're _not_ connected to a VPN

[greenrabbit]

the "2 hours to connect to a printer" got me! Yesterday I tried it for the 4th time with my super smart hp knobhead. The little smart effer finally made it ^^

[Nuwiz]

Thanks for the video!
The receptive field of each convolution is also effectively enlarged by doing several convolutions in sequence, not just by pooling operations.

[MrRobot-xsjf]

Literally the BEST video on this topic on the sight, everyone else fills too much jargon but you keep it straight forward and break down concepts Very well

[seyedmatintavakoliafshari]

I've seen your previous videos and, as a grad student majoring in AI, I'm very impressed by how you delivered! Learned a lot here, so definite thumbs up and share!!

[thrillscience]

Thank you! I've read half a dozen blog posts where it was clear the author had no idea how it all worked, then finally I saw your video and got a great overview of the whole thing!

[ingyukoh]

very impressed by Gonkee's intuitive grasp of semantic segmentation and U-net. One of the best lecture