# OpenAI DALL-E 2 - Top 10 Best Images! 🤯 ## Метаданные - **Канал:** Two Minute Papers - **YouTube:** https://www.youtube.com/watch?v=Q9FGUii_4Ok - **Дата:** 12.07.2022 - **Длительность:** 10:15 - **Просмотры:** 383,942 ## Описание ❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambdalabs.com/papers 📝 The paper "Hierarchical Text-Conditional Image Generation with CLIP Latents" is available here: https://openai.com/dall-e-2/ 🕊️ Follow us for more results on Twitter! https://twitter.com/twominutepapers 🧑‍🎨 Check out Felícia Zsolnai-Fehér's works: https://www.instagram.com/feliciart_86/ 🧑‍🎨 Judit Somogyvári's works: https://www.artstation.com/sheyenne https://www.instagram.com/somogyvari.art/ ❤️ Watch these videos in early access on our Patreon page or join us here on YouTube: - https://www.patreon.com/TwoMinutePapers - https://www.youtube.com/channel/UCbfYPyITQ-7l4upoX8nvctg/join 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Aleksandr Mashrabov, Alex Balfanz, Alex Haro, Andrew Melnychuk, Benji Rabhan, Bryan Learn, B Shang, Christian Ahlin, Eric Martel, Geronimo Moralez, Gordon Child, Ivo Galic, Jace O'Brien, Jack Lukic, John Le, Jonas, Jonathan, Kenneth Davis, Klaus Busse, Kyle Davis, Lorin Atzberger, Lukas Biewald, Matthew Allen Fisher, Michael Albrecht, Michael Tedder, Nevin Spoljaric, Nikhil Velpanur, Owen Campbell-Moore, Owen Skarpness, Rajarshi Nigam, Ramsey Elbasheer, Steef, Taras Bobrovytsky, Ted Johnson, Thomas Krcmar, Timothy Sum Hon Mun, Torsten Reil, Tybie Fitzhugh, Ueli Gallizzi. If you wish to appear here or pick up other perks, click here: https://www.patreon.com/TwoMinutePapers Thumbnail background: OpenAI DALL-E 2 Thumbnail background design: Felícia Zsolnai-Fehér - http://felicia.hu Links: Schrödinger cat: https://twitter.com/twominutepapers/status/1537871684979642369 Simulation: https://twitter.com/twominutepapers/status/1537125769528459268 Self portrait: https://twitter.com/twominutepapers/status/1538238078640340992 Office worker: https://twitter.com/twominutepapers/status/1536753218297929729 Angry tiger: https://twitter.com/twominutepapers/status/1538239586182344705 https://twitter.com/BellaRender/status/1538270897181802500/photo/1 Self portrait: https://twitter.com/twominutepapers/status/1538238078640340992 Cat falling into black hole: https://twitter.com/twominutepapers/status/1537548655246311424 Cat meme: https://twitter.com/OpDarkside/status/1537552199261118466 DND battle map: https://twitter.com/twominutepapers/status/1537098423152922624 Walrus: https://twitter.com/twominutepapers/status/1538258566838210561 Chomsky’s classic: https://twitter.com/twominutepapers/status/1538234269683810304 Bob Ross: https://www.reddit.com/r/dalle2/comments/v4xut7/a_painting_of_bob_ross_painting_a_self_portrait/ Chapters: 0:00 - What is DALL-E 2? 0:56 - Novel images 1:40 - The Legendary Fox Scientist 2:14 - As good as an artist? 2:43 - Amazing new results! 3:08 - 1 3:25 - 2 3:43 - 3 4:10 - 4 4:26 - 5 4:57 - 6 5:27 - 7 5:37 - 8 6:22 - 9 6:35 - 10 7:07 - Plus 1 7:26 - Plus 2 7:70 - DALL-E 2 vs artist 8:13 - Changing the world Károly Zsolnai-Fehér's links: Instagram: https://www.instagram.com/twominutepapers/ Twitter: https://twitter.com/twominutepapers Web: https://cg.tuwien.ac.at/~zsolnai/ #OpenAI #dalle ## Содержание ### [0:00](https://www.youtube.com/watch?v=Q9FGUii_4Ok) What is DALL-E 2? Dear Fellow Scholars, this is Two Minute  Papers with Dr. Károly Zsolnai-Fehér. These amazing images were all made by an AI  called DALL-E 2. This AI is endowed with a   diffusion-based model, which means that when  we ask it something, it starts out from noise,   and over time, it iteratively refines this image  to match our description better. And, over time,   magically, an absolutely incredible image emerges.   This is a neural network that is given a ton of   images, and a piece of text that says what is  in this image. That is one image-caption pair.    DALL-E 2 is given millions and millions of these  pairs. So, what can it do with all this knowledge? The key takeaway here is that it does no, or  very little copying from this training data, but ### [0:56](https://www.youtube.com/watch?v=Q9FGUii_4Ok&t=56s) Novel images it truly comes up with novel images. How? Well,  after it had seen a bunch of images of koalas,   and separately, motorcycles,  it starts to understand the concept of both,   and it will be able to combine the two  together into a completely new image. And luckily, due to the generosity of OpenAI,   I also have access and I tried  my best to push it to its limits. It can also generate an image of you  Fellow Scholars marveling at this paper,   or in the process of reading an even  more explosive paper. So good! I also ### [1:40](https://www.youtube.com/watch?v=Q9FGUii_4Ok&t=100s) The Legendary Fox Scientist tried this fox scientist in an earlier  episode, and it came out extremely well   with tons of personality. And, hold on to  your papers because due to popular request,   you are getting some more variants from  my experiment with it. And DALL-E 2 did   not disappoint. This character can  be recreated as a beautiful sculpture   with several amazing variants, Dragonball  style, and it is also a true merch monster. But, we also tested it against the works of real  artists. My opinion is that it is not yet as good ### [2:14](https://www.youtube.com/watch?v=Q9FGUii_4Ok&t=134s) As good as an artist? as a world-class artist, here are some tests  against Judit Somogyvári’s work, and it is also   not as good as the king of donuts, Andrew Price,  however, DALL-E 2 is able to create 10,000 images   every day. That is a different kind of value  proposition. So, we ask today, after these amazing ### [2:43](https://www.youtube.com/watch?v=Q9FGUii_4Ok&t=163s) Amazing new results! results, does it really have more surprises up  the sleeve? Oh boy. By the end of this video,   you will see how much of a silly question that  is. So today, we are going to have a look at   10 recent amazing results, some of which are from  prompts that I ran for you on Twitter. Let’s see! For instance, one this is from you.   Schrödinger's cat gripping the latest   research papers. Loving the glasses and  the scholarly setting, and, wait a minute.    Don’t eat them! Come on! What results are  you trying to hide? We will never know. Two, this is a screaming tiger  trading cryptocurrencies. And,   yes, you are seeing correctly, the meme game is  strong here. The resemblance is uncanny! So good! Three, I am always curious about what it  thinks about itself. Well, let’s ask it   to make a self-portrait of itself looking in  the mirror. It identifies as a robot. Okay,   got it, that makes sense. And it is also… a  penguin? Excuse me? And a robotic frog too   that seems surprised by its own existence.   How cool is this? Also, food for thought. Four, it can create battle maps  for tabletop roleplaying games.    And I bet variants of these will  also inspire some of you Fellow   Scholars to dream up amazing new  board games or even video games. Five, we can’t have enough cats, can we? This  is one falling into a black hole. I love how   expressive the eyes are. The first two seem quite  frightened about this journey. First time? But the   third one, this chap seems really confident. And,  I love how it also inspired you Fellow Scholars   with these memes that are now starting to appear  on these DALL-E 2 images. Keep the game going! Six, I now introduce you, to the king of  life. A dabbing walrus with sunglasses.    This one here is an excellent testament to the  creative capabilities of DALL-E 2. Clearly,   its training set did not contain  images of walruses in sunglasses,   and much less ones that are dabbing. It made this  thing up on the spot. What a time to be alive! Seven, if you think that  this world is a simulation,   and you wish to see what it looks like from  the outside, DALL-E 2 has you covered. Oh yes! Now, eight. let’s put it to the real test with  Noam Chomsky’s classic sentence. Colorless green   ideas sleep furiously. He put this together  to show that you can create a sentence that   is grammatically correct, but semantically, it is  complete nonsense. No meaning whatsoever. Well,   DALL-E 2 begs to differ. Here are its  ideas. This idea seems is colorless,   with a bit of green paint from the bed,  and it seems that it was asleep and it is   now furious. This one makes me feel that the AI  can create anything. A true creativity machine. Nine, anything you say? Well, this one is  from the amazing DALL-E 2 subreddit. And   it showcases Bob Ross painting  himself in infinite recursion.    This is one of the most impressive  prompts I have seen yet. Wow. Ten, I really wanted to make a squirrel with a  malfunctioning laptop. I tried to push DALL-E 2 to   the limits in creating this with a huge variety  of different styles and to say that I was not   disappointed would be an understatement. Look  at these beautiful results! My goodness! It can   do Disney style, cartoon style, oil paintings,  I feel like this can do absolutely anything. And, +1 because I can never resist. This is Kermit  the frog in fight club. Oh yes. It seems to me ### [7:07](https://www.youtube.com/watch?v=Q9FGUii_4Ok&t=427s) Plus 1 that he went for the method actor route and made  the role his own. Better not mess with this guy. And, you know what, if you have been holding on to  your papers so far, now, squeeze your papers, for ### [7:26](https://www.youtube.com/watch?v=Q9FGUii_4Ok&t=446s) Plus 2 +2. I hear you asking, Károly, why are you posting  the thumbnail of an earlier Two Minute Papers   video here? What is this? Is it possible that…oh  yes. M-hmm! That is exactly right. Quite a few of   our last thumbnails were made by DALL-E 2. What  a time to be alive! My wonderful wife, Felícia   Zsolnai-Fehér does the rest of the design work on  these gorgeous thumbnails. I absolutely love them.    She is so good. Not only in graphic design, but  her pencil drawing was also compared to DALL-E 2,   and she was one of the amazing artists who was  able to beat DALL-E 2. At least, in my opinion. ### [8:13](https://www.youtube.com/watch?v=Q9FGUii_4Ok&t=493s) Changing the world So, as you see, DALL-E 2 is transforming the world  around us. And fast. Just a couple years ago,   I was wondering whether we could  take an AI, just say what we want,   and get a high-quality thumbnail  for our videos, and I thought,   well, maybe in my lifetime. By the time I become  an old man, perhaps such a thing would exist. And,   boom, just a couple more papers down the line,  and here we are. I truly cannot believe how good   these results are. What a time to be alive! And  don’t forget, this was what DALL-E 1 was capable   of just a bit more than a year ago, and now,  one more paper down the line, and the results   are outstanding. I wonder what DALL-E 3 will be  capable of? I bet it is already in the works. So,   does this get your mind going? Which work did  you like best? Let me know in the comments below! Thanks for watching and for your generous  support, and I'll see you next time! --- *Источник: https://ekstraktznaniy.ru/video/13517*