Flux Controlnet

Flux Controlnet provides precise, customizable text-to-image control by combining prompt guidance with control images and preprocessors. Choose control types like Canny (crisp edges), Soft Edge (smooth contours), or Depth (3D-like structure), then pair them with matching preprocessors (e.g., HED/TEED/PiDiNet for soft edges; MiDaS/Zoe/DepthAnything for depth). Tune guidance_scale for prompt adherence, steps for detail, control_strength for the control image’s influence, and image_to_image_strength to balance original vs. generated content. Add LoRA styles via lora_url and lora_strength for targeted aesthetics. Start with moderate values, iterate, and use high-quality control images. Outputs support WEBP, JPG, or PNG for web or print.