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Ana Sayfaya Dön

I which Sander Dieleman beautifully illustrates why diffusion models work so well with images 🐳 Our visual world is spatially coherent, and large scale structures dominate. 〜 This means low frequency spectral components in images tend to be stronger. 🌫️ This means when you noise up an image, high... show more

Tero Parviainen

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16,429 görüntüleme • 3 ay önce •via X (Twitter)

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Carlos Pinheiro profil fotoğrafı

Carlos Pinheiro3 ay önce

@sedielem Indeed, very good explanation. 👍🏻

Alex Stern profil fotoğrafı

Alex Stern2 ay önce

@sedielem Do you think this phenomenon of a fine to coarse data corruption schedule is necessary condition for a diffusion model to work well. Because afai understand, this condition isn't necessarily met with noise schedules used for DLM for example.

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CSS Tip! ✨ You can create these parallax effects and image cross-fades with scroll-driven animations 🤙 img { animation: fade; animation-timeline: view(); mix-blend-mode: plus-lighter } img:last-of-type { animation-direction: reverse; } @keyframes fade { to { opacity: 0; }} This one's fun! 😁 The trick with the cross-fading image is to make use of one animation that runs at the same time on two images inside a container. You use the same animation, animation-timeline, and animation-range. But, you use animation-direction: reverse on one of the images so they go in the opposite direction 🫶 The use of mix-blend-mode: plus-lighter; produces a better cross-fade result 💯 A viewTimeline (view()) works because you know that both images are the same height. The range you can use is img { animation-timeline: view(); animation-range: cover 45% cover 55%; } That means when the image has covered 45% of the scrollport (In this case, the window), start the animation. And finish when it has covered 55% 🎬 How about the slight parallax? This is a trick with calc(). You know the top of the small image and the big image line up. And you can do this by absolutely placing the caption outside of the small image. The trick is to translate the small image by a distance so it lines up with the bottom of the big image. You can do that like this :root { --catch-up: calc( var(--big-height) - var(--small-height) ); } @keyframes move { to { translate: 0 var(--catch-up); }} Then drive that animation with a scroll-driven animation using the container of both images as the driver 🤙 /* section contains both images / section { view-timeline: --container; } .img-fader { animation: catch-up both linear; animation-timeline: --container; animation-range: 50vh calc(100vh + (var(--big-height) 0.25)); } That's it! Scroll-driven image cross-fading and parallax effects without any JavaScript. This demo will work in all browsers as there is some JavaScript in place where the API isn't supported 🤙 To do that, it uses GSAP ScrollTrigger 🏆 As always, any questions, requests, etc. hit me up! 🤙 CodePen.IO link below 👇

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TokenFlow: Consistent Diffusion Features for Consistent Video Editing paper page: The generative AI revolution has recently expanded to videos. Nevertheless, current state-of-the-art video models are still lagging behind image models in terms of visual quality and user control over the generated content. In this work, we present a framework that harnesses the power of a text-to-image diffusion model for the task of text-driven video editing. Specifically, given a source video and a target text-prompt, our method generates a high-quality video that adheres to the target text, while preserving the spatial layout and motion of the input video. Our method is based on a key observation that consistency in the edited video can be obtained by enforcing consistency in the diffusion feature space. We achieve this by explicitly propagating diffusion features based on inter-frame correspondences, readily available in the model. Thus, our framework does not require any training or fine-tuning, and can work in conjunction with any off-the-shelf text-to-image editing method. We demonstrate state-of-the-art editing results on a variety of real-world videos.

AK

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Being rich is not FU MONEY. (sorry for the low volume. there are critters around me) There are many people in this space who are "rich". But they are not free. If you ask a lot of people "What does it mean to be free?" you get 3 core principles. "Being free means to do what I want, when I want, and with whom I want." 1. To do "what you want" you have to know yourself and what makes you happy and fulfilled. To have purpose. 2. "When I want" means time. This is you most precious gift, pleb. I see my last block out there on the horizon being mined. Don't waste time. Understand when you have enough, and get on with your life. 3. "With whom I want" means you need to cultivate deep friendships NOW so that at the end of your life people remember you as someone they admired and loved. There are people in this Bitcoin space who will never have enough things, or enough Bitcoin. They will stand in front of you at a Bitcoin conference and never engage with you while "working the room" with their eyes. You can have FU MONEY sooner than you think. Think quietly on the above and realize it is not a number. It's what is between your ears and in your heart.

George Bodine

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David Icke explains how the "global cult" that manipulates world events aims to keep us in a "low-vibrational state" in order to harvest our anxiety, depression, hatred—i.e., our "loosh." "We are basically in a fish tank being prodded all the time to generate all these low-vibrational frequencies, which this force is feeding off." This clip of Icke (David Icke), an author, researcher, and public speaker, is taken from a discussion with Liz Gunn (Liz Gunn) posted to the FreeNZ (FreeNZ) Rumble channel on March 27, 2026. ----------------Partial transcription of clip--------------- "Because you are generating frequencies with your state of being, your state of perception that are vibrating the field around you very fast. So it appears to be oh I feel so light. But when people say I feel so heavy today, when they're in a low frequency state, emotional mental state, that is because the low frequencies are related to the frequencies of fear, major one. Of the reptilian brain generates the fear by the way, to a large extent, they are generating anxiety, depression, resentment, regret, hatred, conflict, war in all its forms. "These are low, slow frequencies that we're giving off. Some people say oh I feel so heavy today. And this force is feeding off human energy. It's feeding off a particular type of human energy, that low vibrational type, which some people have given the term loosh to. And so, suddenly, it dawns why the world is as it is. Because this force has, through its global cult, not least of manipulating world events, has no interest in a world of love, of joy, of peace, of contentment, of balance, of harmony. "It wants a world that generates the low frequency emotional and mental energy that it feeds off and gets sustenance from and power from. And so you have this this matrix, this closed system or closed if we submit to it. And you have this global cult in this human reality that is serving that non-human force. And it serves it by constantly generating situations, societies, events that are designed to trigger and generate low frequency energy. "I mean you know, think of the First World War. Think of the Second World War. Think of the Great Depression between them. Think of what's happened in Gaza since October 7th. Think of what's been happening in Iran, and other countries that Iran responds to with missiles. In the last few weeks how much loosh has been created, which they feed off. "There's this scene in the first Matrix movie where the Morpheus character holds up a battery and says the Matrix is a computer-generated dream world built to turn humans into this. And that was a profound truth in an apparently fictional movie. Because that's that's what we're doing. "So we are basically in a fish tank being prodded all the time to generate all these low vibrational, frequencies, which this force is feeding off. And that's why when you, you go into this expanded— More, more expanded state of awareness, you start to become the observer. And you don't get pulled into the drama, because what does the drama do? Generates loosh. Oh, my God. Have you heard the latest? Oh, my God. Exactly what we're supposed to do instead of calmly observing and not getting caught in the dramas that are put before us constantly."

David Icke explains how the "global cult" that manipulates world events aims to keep us in a "low-vibrational state" in order to harvest our anxiety, depression, hatred—i.e., our "loosh." "We are basically in a fish tank being prodded all the time to generate all these low-vibrational frequencies, which this force is feeding off." This clip of Icke (David Icke), an author, researcher, and public speaker, is taken from a discussion with Liz Gunn (Liz Gunn) posted to the FreeNZ (FreeNZ) Rumble channel on March 27, 2026. ----------------Partial transcription of clip--------------- "Because you are generating frequencies with your state of being, your state of perception that are vibrating the field around you very fast. So it appears to be oh I feel so light. But when people say I feel so heavy today, when they're in a low frequency state, emotional mental state, that is because the low frequencies are related to the frequencies of fear, major one. Of the reptilian brain generates the fear by the way, to a large extent, they are generating anxiety, depression, resentment, regret, hatred, conflict, war in all its forms. "These are low, slow frequencies that we're giving off. Some people say oh I feel so heavy today. And this force is feeding off human energy. It's feeding off a particular type of human energy, that low vibrational type, which some people have given the term loosh to. And so, suddenly, it dawns why the world is as it is. Because this force has, through its global cult, not least of manipulating world events, has no interest in a world of love, of joy, of peace, of contentment, of balance, of harmony. "It wants a world that generates the low frequency emotional and mental energy that it feeds off and gets sustenance from and power from. And so you have this this matrix, this closed system or closed if we submit to it. And you have this global cult in this human reality that is serving that non-human force. And it serves it by constantly generating situations, societies, events that are designed to trigger and generate low frequency energy. "I mean you know, think of the First World War. Think of the Second World War. Think of the Great Depression between them. Think of what's happened in Gaza since October 7th. Think of what's been happening in Iran, and other countries that Iran responds to with missiles. In the last few weeks how much loosh has been created, which they feed off. "There's this scene in the first Matrix movie where the Morpheus character holds up a battery and says the Matrix is a computer-generated dream world built to turn humans into this. And that was a profound truth in an apparently fictional movie. Because that's that's what we're doing. "So we are basically in a fish tank being prodded all the time to generate all these low vibrational, frequencies, which this force is feeding off. And that's why when you, you go into this expanded— More, more expanded state of awareness, you start to become the observer. And you don't get pulled into the drama, because what does the drama do? Generates loosh. Oh, my God. Have you heard the latest? Oh, my God. Exactly what we're supposed to do instead of calmly observing and not getting caught in the dramas that are put before us constantly."

Sense Receptor

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