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Flux ControlNet Upscaler with Florence2 (GGUF Supported)

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Description

This ComfyUI workflow is designed to enhance image resolution by leveraging the powerful Flux model and ControlNet upscaler. Whether you’re working with low-resolution images or just want to refine details, this workflow delivers impressive results with a huge magnification, preserving sharpness and clarity in features like eyes, hair, and intricate textures. It’s optimized for users who need high-quality outputs on low-memory systems (GGUF) and includes options to fine-tune the process for various needs.


Demo:



Functionality:

  • Versatile Upscaling Options: This workflow uses the Flux model with integrated ControlNet nodes to upscale images while maintaining critical details.
  • Low-Memory Optimization: If your system struggles with the regular Flux model, you can enable the GGUF quantized version for a memory-efficient alternative.
  • Automated Prompt Generation: Includes the Florence2 module, which auto-generates prompts, making it easier to get started without manual configuration.
  • Fine-Tuning with ControlNet: Adjust the ControlNet strength between 0.4 and 0.8 to customize results, allowing you to either stay closer to the original image or introduce subtle artistic variations.
  • Visual Comparison: The built-in Image Comparer node displays side-by-side views of your image before and after upscaling, helping you evaluate the impact of each adjustment.

This workflow is featured in my YouTube tutorial, where I walk through each step in detail. You can watch the video to see a real-time demonstration and gain a deeper understanding of the key features and tips for best results.

Youtube Tutorial:

https://youtu.be/EaqTEZd6SP4

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  • - latest (4 days ago)

Primitive Nodes (9)

DownloadAndLoadFlorence2Lora (1)

DownloadAndLoadFlorence2Model (1)

DualCLIPLoaderGGUF (1)

Florence2Run (1)

FluxGuidance (1)

Image Comparer (rgthree) (1)

Note (1)

SimpleMathBoolean+ (1)

UnetLoaderGGUF (1)

Custom Nodes (25)

Comfyroll Studio

  • - CR Set Value On Boolean (1)

ComfyUI

  • - VAEEncode (1)

  • - CLIPTextEncode (2)

  • - DualCLIPLoader (1)

  • - UNETLoader (1)

  • - ControlNetLoader (1)

  • - VAELoader (1)

  • - KSampler (1)

  • - VAEDecode (1)

  • - LoadImage (1)

  • - ImageScaleBy (1)

  • - ControlNetApplyAdvanced (1)

  • - easy showAnything (1)

  • - easy imageSize (2)

  • - ImpactSwitch (2)

  • - ReroutePrimitive|pysssss (7)

Checkpoints (0)

LoRAs (0)