SDXL consists of an ensemble of experts pipeline for latent diffusion: In a first step, the base model (stabilityai/stable-diffusion-xl-base-1.0 · Hugging Face) is used to generate (noisy) latents, which are t
Stable Diffusion is a latent diffusion model that generates AI images from text. Instead of operating in the high-dimensional image space, it first compresses the image into the latent space.Stable Diffusion 是一种从文本生成 AI 图像的潜在扩散模型。 它不是在高维图像空间中操作,而是首先将图像压缩...
纵观Diffusion model的发展历史,使用一个基于Unet的noise predictor进行diffusion reverse process是主线,这个思路在DDPM这篇文章中就已经阐述的很清楚了,但是受限于大量的hidden features,训练速度堪忧,并且分辨率没办法提的很高。classifier-guided[Diffusion Models Beat GANs on Image Synthesis]和classifier-free[CLASSIFIER-...
纵观Diffusion model的发展历史,使用一个基于Unet的noise predictor进行diffusion reverse process是主线,这个思路在DDPM这篇文章中就已经阐述的很清楚了,但是受限于大量的hidden features,训练速度堪忧,并且分辨率没办法提的很高。classifier-guided[Diffusion Models Beat GANs on Image Synthesis]和classifier-free[CLASSIFIER-...
近日,北大提出了一种名为DragonDiffusion的全新技术,该技术能够用Diffusion升级DragGAN,并实现一键拖拉拽的功能。这个技术突破在计算机科学领域引起了热烈讨论,其研究成果已成功地在一系列图像和文字生成任务上进行了验证。DragonDiffusion技术的基础是Diffusion扩散模型,这种模型在近年来的生成模型研究中受到了热烈的追捧。北大...
Stable Diffusion: A Fluid Particle Effect In the world of computer graphics and visual effects, a wide range of techniques and algorithms are used to simulate the behavior of various phenomena. One such phenomenon is the behaviorof fluid particles, which can be achieved using a technique called ...
然而,传统的Stable Diffusion方法有时会出现不稳定的情况,导致输出质量不佳或计算时间过长。 SVD, on the other hand, is a mathematical technique used to factorize a matrix into its constituent parts. By applying SVD to the Stable Diffusion process, it becomes possible to identify and isolate the ...
we discussed the concept of stable diffusion optimization and demonstrated how to implement it using PyTorch. By combining multiple gradient estimates, stable diffusion optimization helps in achieving faster and more reliable convergence. This technique is widely used in various deep learning models and ...
them, placing them in the folder stable-diffusion-webui/models/Lora and then adding the phrase <lora:LORA-FILENAME:WEIGHT> to your prompt, where LORA-FILENAME is the filename of the LoRA without the file extension, and WEIGHT (which takes a value from 0-1) is the strength of the ...
In this case, also, it depends on the user. If it is realistic images, then Midjourney is a good option. However, if they want to experiment with a variety of animated styles, then Stable Diffusion is worth a try. Learning Curve Stable Diffusion—It requires a proper setup, and all...