When Lvmin Zhang was in high school, he says, everyone thought artificial intelligence was science fiction. A machine couldn’t possibly hold a conversation with a person. That was then. Today Zhang, a ...
You can use features similar to SD/SDXL ControlNet in Anima as well. That isAnima ControlNet-LLLite. This article provides an overview of Anima ControlNet-LLLite and explains the steps to use it in ...
To fully automate image asset management in ComfyUI, I created my own analysis node using VLM. However, I faced the specification that "Gemma 4 12B cannot see images" and the "200-character Windows ...
Abstract: The letter investigates the utility of text-to-image inpainting models for satellite image data. Two technical challenges of injecting structural guiding signals into the generative process ...
Abstract: The generation of remote sensing images plays a vital role in applications such as urban planning, urban development simulation, and environmental monitoring. The advent of diffusion models ...
Native control module for SD.Next on the Diffusers backend. It supports control-guided generation plus image and text workflows. For option and setting details, see Control Howto and Control Settings.
SD.Next's Control tab combines ControlNet, IP-Adapter, T2I-Adapter, ControlNet-XS, and ControlNet-LLLite in one place. This guide explains the available settings in practical terms. Input controls ...
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