Flux ControlNet Upscaler with Florence2 (GGUF Supported)
4.7
3 reviewsDescription
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:
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Node Details
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)
- 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)
Model Details
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LoRAs (0)