In this tutorial, we design a practical image-generation workflow using the Diffusers library. We start by stabilizing the environment, then generate high-quality images from text prompts using Stable ...

Abstract: We present ControlNet, a neural network architecture to add spatial conditioning controls to large, pretrained text-to-image diffusion models. ControlNet locks the production-ready large ...

From official paper of Adding Conditional Control to Text-to-Image Diffusion Models We present a neural network structure, ControlNet, to control pretrained large diffusion models to support ...

task-specific conditions in an end-to-end way, and the learning is robust even when the training dataset is small ( 50k). Moreover, training a ControlNet is as fast as fine-tuning a diffusion model, ...

在科技飞速发展的当下，人工智能已经悄然渗透到各个领域，室内设计行业也不例外。Stable Diffusion和ControlNet作为当下热门的人工智能工具，为室内设计带来了前所未有的变革。它们不仅能够极大地提高设计效率，还能激发设计师的创意灵感，创造出更加独特和 ...

Abstract: We present a low-cost, low-profile, high-gain, 2D-scanning bifocal metalens antenna for 5G/6G communication applications. First, we employed the ControlNet-enabled stable diffusion technique ...

为解决甲虫后翅图像采集困难、训练数据集不足等问题，研究人员开展利用 Stable Diffusion 和 ControlNet 生成叶甲后翅图像的研究。结果显示合成图像保真度高，该研究为机器学习提供形态图像，展示了新方法的广泛适用性。 在昆虫的奇妙世界里，翅膀无疑是它们 ...

Related Explainer: Where Are All The Images With Hidden Words Coming From? The AI-Enabled Trend Explained On July 17th, 2023, Redditor /u/Ordinary_Ad_404 posted a tutorial for "images with 'hidden' ...

If you’ve been enjoying creating art using Stable Diffusion or one of the other AI models such as Midjourney or DallE 3 recently added to ChatGPT by OpenAI and available for free via the Microsoft ...

AI artists searching for a way to more accurately control AI art creation in Stable Diffusion might be interested in learning how to use ControlNet. A Stable Diffusion model, that has transformed the ...