如果训练数据集包含美观的图像(例如,Stable Diffusion训练所用的LAION美学数据集),那么生成的图像往往会具有美感。如果我们在Logo图像上训练它,我们最终会得到一个生成Logo的模型。 这总结了在Denoising Diffusion Probabilistic Models中描述的Stable Diffusion图像生成的大部分内容。现在,已经对扩散有了直观感受,这不仅是St...
Several algorithms come into play in this process. The one known as sampler is in charge of obtaining a sample from the model that we are using in Stable Diffusion on which the noise estimated by the noise predictor is applied. It then subtracts this sample from the image it is cleaning,...
designers, artists, and creatives who need quick and easy image creation. Whether you're looking to visualize concepts, explore new creative avenues, or enhance your content with compelling visuals, Stable Diffusion simplifies the process with its user-friendly interface and powerful AI algorithms. ...
Stable Diffusion is a text-to-image latent diffusion model created by the researchers and engineers fromCompVis,Stability AIandLAION. It's trained on 512x512 images from a subset of theLAION-5Bdatabase. This model uses a frozen CLIP ViT-L/14 text encoder to condition the model on text p...
One of the key questions for Stable Diffusion in any app is where the model is running. There are a number of reasons why on-device deployment of Stable Diffusion in an app is preferable to a server-based approach. First, the privacy of the end user is protected because any data the us...
embeddings. The output of the U-Net, being the noise residual, is used to compute a denoised latent image representation via a scheduler algorithm. Many different scheduler algorithms can be used for this computation, each having its pro- and cons. For Stable Diffusion, we recom...
It may seem like magic, but there’s a slew of complex algorithms that make AI image generation possible. Each text-to-image model works differently, employing its own architecture and techniques to interpret text and produce corresponding images. One such model is Stable Diffusion, which is...
By now, even non-tech-savvy people have heard of things like DALL-E, Stable Diffusion, and Imagen. Many have played around with their free prototype versions on the web, but few understand, even on the basic level, how these models do what they do. Inside, generative algorithms are qui...
Right up front, we’ll say that[likeablob]’s pizza-faced clockgives us mixed feelings about our AI-powered future. On the one hand, if that’s Stable Diffusion’s idea of what a pizza looks like, then it should be pretty easy to slip the virtual chains these algorithms no doubt hav...
What images were used to train the Stable Diffusion model? AI modeling is the means of creating and training Machine Learning algorithms for a specific purpose. In this case, the purpose of generating images from user prompts. If you’re curious about which images Stable Diffusion used, Andy ...