ComfyUI Node: LLM Image classifier

LLM Image classifier:

The LF_ImageClassifier node is designed to provide detailed and thorough descriptions of images, specifically focusing on characters depicted within them. This node leverages advanced image classification techniques to analyze the visual content and generate comprehensive descriptions based on the image alone. The primary goal of the LF_ImageClassifier is to offer accurate and detailed insights into the character's appearance, including aspects such as pose, expression, outfit, and physical features. This node is particularly beneficial for AI artists who need to understand and describe visual content without relying heavily on external information. By focusing on the image itself, the LF_ImageClassifier ensures that the descriptions are as precise and relevant as possible, only referring to supplementary biographical information when necessary to clarify aspects that are not visible in the image.

LLM Image classifier Input Parameters:

character_bio

The character_bio parameter provides supplementary biographical information about the character depicted in the image. This information is used sparingly and only when certain aspects of the character are not discernible from the image itself. The character_bio helps to fill in gaps and provide a more complete description when visual details are unclear or missing. There are no specific minimum, maximum, or default values for this parameter, as it is a text-based input that varies depending on the character being described.

LLM Image classifier Output Parameters:

description

The description output parameter provides a detailed and thorough description of the character depicted in the image. This description includes information about the overall style and composition of the image, as well as specific details about the character's appearance, such as pose, expression, outfit, and physical features. The output is designed to be as accurate and detailed as possible based on the image alone, ensuring that AI artists have a clear and comprehensive understanding of the visual content.

LLM Image classifier Usage Tips:

• Ensure that the input image is clear and of high quality to allow the LF_ImageClassifier to generate the most accurate and detailed descriptions.
• Provide a comprehensive character_bio only when necessary to supplement the visual information, ensuring that the primary focus remains on the image itself.
• Use the LF_ImageClassifier to analyze and describe characters in various artistic projects, such as character design, storytelling, and visual content creation.

LLM Image classifier Common Errors and Solutions:

"Image not provided"

• Explanation: This error occurs when the input image is missing or not correctly loaded into the node.
• Solution: Ensure that a valid image is provided as input to the LF_ImageClassifier node.

"Invalid image format"

• Explanation: This error occurs when the input image is not in the expected format or shape.
• Solution: Verify that the input image is in the correct format and shape, typically a tensor in the shape [1, H, W, 3].

"Character biography missing"

• Explanation: This error occurs when the character_bio parameter is required but not provided.
• Solution: Provide a valid character_bio text input to supplement the image description when necessary.