KNN classification for land type identification from image URLs

• Classifying land types from satellite images for environmental studies
• Automating land use analysis in urban planning projects
• Enhancing agricultural monitoring through image classification

Receives an image URL for classification via a trigger Embeds the image using Voyage AI's multimodal embeddings Queries Qdrant for similar images and their associated labels Conducts majority voting on the retrieved classes to determine the final classification Handles tie scenarios by adjusting the number of neighbors queried

1. 1
   Import the workflow template into your n8n instance
2. 2
   Configure the Voyage AI and Qdrant credentials
3. 3
   Set up the Qdrant collection with appropriate land type data
4. 4
   Test the workflow with an image URL to validate functionality