ComfyUI Node: Image to Text with Tags 🐼

Image to Text with Tags 🐼:

The Image2TextWithTags node is designed to convert images into descriptive text prompts and tags, enhancing the understanding and categorization of visual content. This node leverages advanced AI models to generate detailed and accurate descriptions, making it a valuable tool for AI artists who need to annotate images or create prompts for further processing. The node can produce a full prompt, a simplified prompt, and a set of tags, providing a comprehensive textual representation of the image. Additionally, it offers options to include a scoring mechanism and to remove specific patterns from the generated tags, ensuring the output is tailored to your needs.

Image to Text with Tags 🐼 Input Parameters:

model

This parameter specifies the AI model to be used for generating the text and tags from the image. The model's performance and the quality of the output depend on the chosen model's capabilities.

image

This parameter takes the input image that you want to convert into text and tags. The image should be in a format supported by the node, such as JPEG or PNG.

query

This parameter allows you to input a specific query or context that guides the AI model in generating the text and tags. It helps in tailoring the output to be more relevant to your needs.

custom_query

This parameter provides an additional layer of customization by allowing you to input a custom query that further refines the generated text and tags. It works in conjunction with the main query to produce more precise results.

print_log

This boolean parameter, when set to True, enables logging of the process, providing insights into the node's execution. This can be useful for debugging or understanding how the node generates its output. The default value is False.

score

This boolean parameter, when enabled, includes a scoring mechanism in the output, which can help in evaluating the relevance or quality of the generated text and tags. The default value is False.

remove_1girl

This boolean parameter, when set to True, removes specific patterns, such as "1girl," from the generated tags. This is useful for filtering out unwanted or irrelevant tags from the output. The default value is True.

Image to Text with Tags 🐼 Output Parameters:

FULL PROMPT

This output parameter provides a comprehensive textual description of the input image, combining both the main query and the custom query results. It offers a detailed and holistic view of the image content.

PROMPT

This output parameter delivers a simplified version of the textual description, focusing on the main elements of the image. It is useful for quick reference or when a concise description is needed.

TAGS

This output parameter generates a set of tags that capture the key elements and attributes of the image. These tags are prioritized by relevance and are useful for categorization, search, and further processing of the image.

Image to Text with Tags 🐼 Usage Tips:

• To achieve the best results, use a high-quality image as input and provide a clear and specific query.
• Enable the score parameter if you need to evaluate the quality or relevance of the generated text and tags.
• Use the remove_1girl parameter to filter out unwanted tags, ensuring the output is more relevant to your needs.
• Experiment with different queries and custom queries to see how they affect the generated text and tags, and choose the combination that best suits your requirements.

Image to Text with Tags 🐼 Common Errors and Solutions:

Model not loaded

• Explanation: This error occurs when the specified AI model is not loaded correctly.
• Solution: Ensure that the model is correctly specified and available. Check the model path and reload if necessary.

Invalid image format

• Explanation: This error occurs when the input image is in an unsupported format.
• Solution: Convert the image to a supported format such as JPEG or PNG and try again.

Query too vague

• Explanation: This error occurs when the provided query is too vague, resulting in poor quality output.
• Solution: Provide a more specific and detailed query to guide the AI model in generating better text and tags.

Custom query conflict

• Explanation: This error occurs when the custom query conflicts with the main query, leading to inconsistent output.
• Solution: Ensure that the custom query complements the main query and does not introduce conflicting instructions.