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ComfyUI is an open source, node-based program that allows users to generate images from a series of text prompts.It uses free diffusion models such as Stable Diffusion as the base model for its image capabilities combined with other tools such as ControlNet and LCM Low-rank adaptation with each tool being represented by a node in the program.
AUTOMATIC1111 Stable Diffusion Web UI (SD WebUI, A1111, or Automatic1111 [3]) is an open source generative artificial intelligence program that allows users to generate images from a text prompt. [4]
Simple Fourier based interpolation based on padding of the frequency domain with zero components (a smooth-window-based approach would reduce the ringing).Beside the good conservation of details, notable is the ringing and the circular bleeding of content from the left border to right border (and way around).
The models can be used either online or locally by using generative AI user interfaces such as ComfyUI and Stable Diffusion WebUI Forge (a fork of Automatic1111 WebUI). [8] [24] An improved flagship model, Flux 1.1 Pro was released on 2 October 2024.
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[60] [61] In addition to Stability's interfaces, many third party open source interfaces exist, such as AUTOMATIC1111 Stable Diffusion Web UI, which is the most popular and offers extra features, [62] Fooocus, which aims to decrease the amount of prompting needed by the user, [63] and ComfyUI, which has a node-based user interface, essentially ...
Fooocus was created by Lvmin Zhang, a doctoral student at Stanford University who previously studied at the Chinese University of Hong Kong and Soochow University. [6] [7] He is also the main author of ControlNet, [8] [6] [9] which has been adopted by many other Stable Diffusion interfaces such as AUTOMATIC1111 Stable Diffusion Web UI and ComfyUI.
Example of a usage of ComfyUI for Stable Diffusion XL, artist can adjust variables (such as CFG, seed, and sampler) needed to generate image. There are many tools available to the artist when working with diffusion models.