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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

9,828 subscribers

16,429 次观看 • 3 个月前 •via X (Twitter)

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Carlos Pinheiro 的头像

Carlos Pinheiro3 个月前

@sedielem Indeed, very good explanation. 👍🏻

Alex Stern 的头像

Alex Stern2 个月前

@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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Collaborative Score Distillation for Consistent Visual Synthesis paper page: Generative priors of large-scale text-to-image diffusion models enable a wide range of new generation and editing applications on diverse visual modalities. However, when adapting these priors to complex visual modalities, often represented as multiple images (e.g., video), achieving consistency across a set of images is challenging. In this paper, we address this challenge with a novel method, Collaborative Score Distillation (CSD). CSD is based on the Stein Variational Gradient Descent (SVGD). Specifically, we propose to consider multiple samples as "particles" in the SVGD update and combine their score functions to distill generative priors over a set of images synchronously. Thus, CSD facilitates seamless integration of information across 2D images, leading to a consistent visual synthesis across multiple samples. We show the effectiveness of CSD in a variety of tasks, encompassing the visual editing of panorama images, videos, and 3D scenes. Our results underline the competency of CSD as a versatile method for enhancing inter-sample consistency, thereby broadening the applicability of text-to-image diffusion models.

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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."

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