🤖 AI Video Summary: Differential diffusion, also known as soft inpainting, is a technique that allows for more precise and natural-looking results when retouching images by applying a gradient mask on a per-pixel basis, rather than a simple black-and-white mask. This technique can be achieved in ComfyUI by using three nodes: Gaussian blur mask, in-paint model conditioning, and differential diffusion, and can produce more realistic and detailed results, but requires careful attention to avoid losing fine details.
👉 ComfyUI Workflow Download Link: Soft Inpainting
Differential diffusion, also known as soft inpainting, is a much-improved way to approach image editing. This technique offers a significant improvement over traditional inpainting methods by applying changes on a per-pixel basis, resulting in seamless and natural-looking edits.
In addition to making for better final results and fewer retries to get the image to look “right,” soft inpainting works well with standard generational checkpoints – while still being compatible with inpainting checkpoints.
Getting this to work in ComfyUI is straightforward:
- Load your image and create a mask using the Mask Editor.
- Add these nodes:
Gaussian Blur MaskInpaint Model ConditioningDifferential Diffusion
- Connect the nodes:
- Pass the mask through the Gaussian Blur Mask
- Route your model through Differential Diffusion
- Feed prompts, mask, and other parameters into Inpaint Model Conditioning
- Adjust the Gaussian Blur Mask settings:
- Kernel size: Controls the brush size
- Sigma: Determines the softness of the gradient
- Fine-tune your KSampler:
- Experiment with denoise values between 0.6 and 0.8 for optimal results. A denoise value of 1 will provide the most creative results.
Pro Tip: Be mindful of the mask’s softness; excessive blurring may affect surrounding areas unintentionally.
Differential diffusion opens up new possibilities for subtle yet powerful image manipulations. Whether you’re adding objects, changing features, or blending elements, this technique provides a level of control and naturalism previously unattainable with standard inpainting methods.
Experiment with different mask shapes, blur intensities, and prompts for more creative results.
Leave a Comment