ComfyUI interface showing upscaling workflow nodes and connections for image enhancement
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Upscaling AI Images in ComfyUI with Promptus

Promptus
12 min
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AI Image Upscaling in ComfyUI with Professional Techniques

This guide walks you through everything you need to know about upscaling AI images in ComfyUI. ComfyUI is a powerful open-source framework for AI image generation.

Promptus Studio Comfy (PSC) builds upon ComfyUI, offering a browser-based, cloud-powered interface via CosyFlows (no-code), real-time collaboration, and access to advanced models like Gemini Flash, HiDream, and Hunyuan3D. Below, explore various upscaling methods—from basic techniques to advanced models—and learn how to achieve professional results.

🎬 Getting Started With Basic Upscaling in ComfyUI

  1. Create Nodes
    • Add an “Upscale Image By” node.
    • Connect it to a “Preview Image” node to compare original vs. upscaled.
  2. Set Scaling Factor
    • Typically (doubles image size).
    • Leave the method setting at default initially.
  3. Fix the Seed
    • Keep the seed constant to ensure consistency across iterations.
  4. Result
    • Basic upscaling increases size but doesn’t dramatically improve quality. Use this step for quick size adjustments before applying advanced upscalers. ⚡

⚙️ Advanced Model-Based Upscaling

  1. Load Upscale Model
    • Use a “Load Upscale Model” node for a specialized enhancement model.
  2. Connect Upscale Node
    • Add an “Upscale Image (By Model)” node and connect it to your loaded model.
    • Chain this after or alongside your basic upscaling node for both size and quality improvement.
  3. Benefits
    • Dramatically better detail, clarity, and texture compared to basic upscaling.
    • Requires downloading trained upscaler models separately.

📥 Where to Find and Download Upscaling Models

  • ComfyUI Manager:
    • Navigate to “Install Models” → “Upscale” category.
    • Download directly and restart ComfyUI to access new models.
  • CivitAI:
    • Filter by “Upscaler” under Models.
    • View visual comparisons to judge output quality.
  • OpenModelDB:
    • Specializes in upscaler models with detailed comparisons.
  • Manual Download:
    • Save models into the correct ComfyUI/models/checkpoints (or relevant) folder based on your installation. 🎯

✨ LDSR Upscaler for Enhanced Detail

  • Overview: Newer addition excelling at creating detailed, clear images.
  • Setup: Download via Manager or “Missing Nodes” if importing workflows.
  • Default Settings: Usually work well; increase steps for more detail if needed.
  • Considerations:
    • More steps ≠ always better; test per image.
    • Requires significant compute; may not suit all image types.
  • Outcome: Impressive detail when applicable, especially for mid-complexity scenes.

🔄 Iterative Upscale Method

  1. Nodes:
    • Use “Iterative Upscale Image” node connected to “Pixel KSampler Upscale.”
    • Ensure connection to your model’s VAE and transfer original image settings.
  2. Parameters:
    • Steps: ~50 for enhanced detail.
    • Noise Reduction: Set to ~0.1 to maintain fidelity.
    • Iterative Steps: 2–3 passes often work best.
  3. Use Cases:
    • Best for landscapes, architecture, or images benefiting from gradual refinement.
    • Not ideal for all images—test to see if it improves your specific content.
  4. Result: Can produce excellent detail while preserving the original’s character.

💎 Ultimate SD Upscale – The Premium Option

  • Overview: Top-tier upscaling in ComfyUI.
  • Setup: Connect “Ultimate SD Upscale” node to necessary upstream nodes; transfer KSampler settings.
  • Parameters:
    • Denoise: ~0.1
    • Steps: ~50
  • Compute Needs: High GPU requirements and longer processing times.
  • Best For: Portraits and human subjects—yields exceptional quality that often justifies resources.
  • Result: Superior detail, natural textures, and refined lighting for critical images.

🔍 Comparing Upscaling Methods

  • Ultimate SD Upscaler:
    • Excels on portraits and human subjects.
  • LDSR & Iterative Upscale:
    • Shine on landscapes, architecture, and scenes where gradual refinement helps.
  • Basic Upscaling:
    • Good for simple size increases without quality enhancements.
  • Recommendation: Test multiple methods on your images to find the best fit.

🛠️ Optimizing Your Upscaling Workflow

  1. Separate Generation & Upscaling
    • First, generate 10–20 images.
    • Select top candidates for upscaling to save time and GPU resources.
  2. Modular Pipeline
    • Paste chosen images at the start of your upscaling workflow.
    • Bypass unused nodes to streamline processing.
  3. Batch vs. Single
    • Upscale in batches when possible but prioritize quality-checking each result.
  4. Resource Management
    • Monitor GPU memory; choose lighter upscalers if VRAM is limited.
    • Consider cloud/GPU sharing (e.g., Promptus) if local hardware is insufficient.

🌐 Getting Started With Promptus

Ready to try upscaling techniques without deep technical setup? Promptus Studio Comfy provides:

  • Browser-Based Access: Sign up at https://www.promptus.ai and use Promptus Web.
  • Desktop App: Install Promptus App for local integration.
  • Pre-Built Workflows: Access ComfyUI upscaling pipelines via CosyFlows (drag-and-drop).
  • Distributed GPU Compute: Faster rendering, high-resolution outputs without needing your own high-end GPU.
  • Multi-Modal Support: Combine text, image, and video workflows in one platform.
  • Collaboration & Publishing: Share workflows, integrate with Discord, and collaborate in real time. ✨

Whether you’re crafting branded visuals, animated stories, or concept art pipelines, PSC makes ComfyUI’s modular upscaling power accessible to studios, agencies, and individual creators.

🎉 Conclusion

Upscaling in ComfyUI ranges from simple size doublings to advanced, model-based enhancements. By understanding and testing:

  • Basic Upscaling for quick size changes
  • Advanced Models (LDSR, Iterative, Ultimate SD) for detail and clarity
  • Efficient Workflows to manage time and resources
    …you can achieve professional-quality results.

Leverage Promptus Studio Comfy for a user-friendly, cloud-accelerated experience, or run ComfyUI locally if you prefer full control. Explore, experiment, and elevate your images with next-level upscaling! 🌟🖼️

Happy upscaling AI Images!

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