Advanced Workflows

High-Quality Upscale Pipeline

Generate at native resolution, then upscale with ESRGAN + KSampler refinement (denoise 0.35). Use Tile ControlNet for 4096x4096+.

Advanced Inpainting

Selective inpainting with masks, outpainting to extend images beyond borders. Use dedicated inpainting models for best results.

Refiner (Dual Model)

Base model for composition (steps 1-20), refiner model for fine details (steps 21-30).

Regional Prompting

Apply different prompts to different image zones using Conditioning Set Mask and Conditioning Combine.

Batch Processing

Generate N variations with batch_size, or use XY Plot for parameter comparison grids.

Image Compositing

Generate background and character separately, compose with Image Composite. Use background removal (RMBG, SAM).

Face Detailer

Automatically detect, crop, regenerate, and paste back faces at higher quality using Impact Pack's Face Detailer.

Multi-Pass Rendering

Professional pipeline: Composition → Details → Faces → Final Upscale → Post-processing (color, contrast, sharpness).

Workflow Organization Best Practices

  1. Group nodes by function
  2. Color-code groups
  3. Name your nodes
  4. Use Reroute nodes for clean connections
  5. Save versioned templates