Classify an image and describe its contents with a local vision LLM. Wraps kuzco's tool_llm_image_classification() ellmer tool. Use when the task needs image classification, object identification, or a structured description of what an image contains.
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Classify an image and describe its contents using a local vision language model, exposed as an ellmer tool by the kuzco R package.
The user wants to know what an image shows: its category, the primary and secondary objects, a description, dominant colors, or class probabilities. This is the default skill for "what is in this image?" questions.
library(kuzco)
library(ellmer)
chat <- chat_ollama(model = "qwen2.5vl")
chat$register_tool(tool_llm_image_classification())
image (required): local file path to a jpeg, jpg, or png image.additional_prompt (optional): extra instructions, e.g. "pay special attention to text on signs".language (optional): output language, e.g. "English".Compact JSON text with image_classification, primary_object, secondary_object,
image_description, image_colors, and image_proba_names / image_proba_values.
Summarize the key fields for the user; quote the description verbatim when asked for detail.
User: "What animal is in img/puppy.jpg?"
- Call
kuzco_image_classificationwithimage = "img/puppy.jpg".- Answer from
primary_objectandimage_description, mentioning the classification and confidence.
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Generate accessibility alt text for an image with a local vision LLM. Wraps kuzco's tool_llm_image_alt_text() ellmer tool. Use when the task needs a short textual description of an image, e.g. for accessibility, captions, or image indexing.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Run a custom computer-vision prompt against an image with a local vision LLM. Wraps kuzco's tool_llm_image_custom() ellmer tool. Use when none of the specialized kuzco image skills (classification, OCR, recognition, sentiment, alt text) fit the task.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Extract text visible in an image (OCR) with a local vision LLM. Wraps kuzco's tool_llm_image_extract_text() ellmer tool. Use when the task needs reading text from screenshots, documents, signs, labels, or any image containing writing.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Recognize and locate instances of an object in an image with a local vision LLM. Wraps kuzco's tool_llm_image_recognition() ellmer tool. Use when the task needs finding, counting, or locating specific objects (faces, cars, animals) in an image.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Analyze the sentiment or mood conveyed by an image with a local vision LLM. Wraps kuzco's tool_llm_image_sentiment() ellmer tool. Use when the task needs the emotional tone of an image, e.g. for content moderation, marketing, or curation.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.