Consistency across multi-frame editorial spreads is the gold standard of professional AI atelier production. ControlNet provides spatial deterministic constraints over latent noise tensors.
1. OpenPose Full vs. Depth-Zoe Pipelining
By pairing OpenPose Full (Face & Hands) with Depth-Zoe at half weight (0.45), creators lock anatomical posture while allowing the diffusion model full creative freedom in lighting and drapery physics.
✦ Recommended Pipeline Parameters
- ControlNet 0: OpenPose Full (Weight: 0.85, Ending Step: 0.75)
- ControlNet 1: Depth Zoe (Weight: 0.40, Ending Step: 0.60)
- Upscaler: Ultimate SD Upscale (Tile Size: 1024×1024, Denoising: 0.32)