# Train Your Own ControlNet Models with Hugging Face Diffusers

_Tool · published 2023-03-24_

Hugging Face has published a technical guide walking practitioners through the process of training custom ControlNet models using its diffusers library. ControlNet enables fine-grained spatial control over image generation—such as conditioning outputs on edge maps, depth maps, or pose skeletons—making it a powerful tool for artists and engineers who need precise, repeatable control over generative imagery.

The guide covers the end-to-end training workflow within the diffusers ecosystem, lowering the barrier for studios and independent developers looking to adapt foundation diffusion models to specific visual styles or production constraints.

## Sources
- [Hugging Face Blog](https://huggingface.co/blog/train-your-controlnet)
- [Hugging Face Blog](https://huggingface.co/blog/controlnet)
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