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Enhance image resolution with advanced sampling techniques for AI-generated images while maintaining quality and detail.
BMAB KSamplerHiresFix is a specialized node designed to enhance the resolution of images generated by AI models. This node is particularly useful for AI artists who want to upscale their generated images while maintaining high quality and detail. The primary function of this node is to apply a high-resolution fix to the images by leveraging advanced sampling techniques. It ensures that the upscaled images retain their original characteristics and details, making it an essential tool for creating high-quality, detailed artwork. The node integrates seamlessly with other components, such as VAE (Variational Autoencoder) and LoRA (Low-Rank Adaptation), to provide a comprehensive solution for image enhancement.
The bind
parameter is an instance of BMABBind
that contains the necessary context and data for the sampling process. It includes information such as the model, seed, latent image, and VAE. This parameter is crucial as it provides the foundational data required for the node to perform its operations.
The steps
parameter defines the number of sampling steps to be performed. More steps generally result in higher quality images but require more computational resources. The exact range and default value are not specified, but typically, higher values lead to better results.
The cfg_scale
parameter controls the classifier-free guidance scale. This parameter influences the trade-off between adhering to the model's learned distribution and the provided conditioning. Higher values can lead to more creative outputs, while lower values ensure the output is closer to the training data.
The sampler_name
parameter specifies the name of the sampling algorithm to be used. Different samplers can produce varying results, and the choice of sampler can significantly impact the quality and style of the generated image.
The scheduler
parameter determines the scheduling strategy for the sampling process. It affects how the sampling steps are distributed over time, which can influence the final image quality and consistency.
The denoise
parameter controls the amount of denoising applied during the sampling process. A value of 1.0 means full denoising, while lower values can retain some noise, potentially preserving more details. The default value is 1.0.
The image
parameter allows you to provide an initial image to be upscaled. If no image is provided, the node will use the latent image from the bind
parameter. This flexibility allows for both starting from scratch or enhancing existing images.
The lora
parameter is an instance of BMABLoraBind
that contains LoRA configurations. LoRA can be used to fine-tune the model and clip, allowing for more customized and detailed outputs. This parameter is optional but can significantly enhance the final image quality.
The bind
output is an updated instance of BMABBind
that includes the new pixels generated by the sampling process. This updated bind can be used for further processing or analysis.
The pixels
output is the final high-resolution image generated by the node. This image is the result of the upscaling and denoising process and is ready for use in your projects.
sampler_name
values to find the one that best suits your artistic style and project requirements.steps
parameter to balance between image quality and computational resources. More steps generally yield better results but take longer to process.denoise
parameter to control the level of detail in your final image. Full denoising (1.0) is recommended for most cases, but lower values can be useful for specific artistic effects.image
parameter to see how the node can upscale and improve it.bind
parameter does not contain any pixel data, and no initial image is provided.bind
parameter includes valid pixel data or provide an initial image through the image
parameter.sampler_name
provided is not recognized or supported by the node.sampler_name
is correctly spelled and is one of the supported samplers. Refer to the documentation for a list of valid sampler names.denoise
parameter value is outside the acceptable range.denoise
parameter is set between 0.0 and 1.0. Adjust the value accordingly to fit within this range.© Copyright 2024 RunComfy. All Rights Reserved.