ControlNeXt provides an official implementation for controllable image and video generation using diffusion models. It supports diverse control signals (poses, sketches, etc.) and achieves significant parameter reduction compared to ControlNet through architectural optimization. The system integrates with Stable Diffusion XL for image generation and Stable Video Diffusion (SVD) for video generation, allowing direct combination with LoRA techniques for style control and customization.