Image classification using KNN from Voyage AI to Qdrant

• Automate the classification of satellite images for land use analysis.
• Enhance image recognition systems for environmental monitoring.
• Streamline data processing in agricultural technology applications.

Receive an image URL through a trigger. Embed the image using Voyage AI to obtain its vector representation. Query Qdrant to find similar images and their classes. Perform majority voting to determine the most common class among neighbors. Handle ties by increasing the number of neighbors and re-querying until resolved.

1. 1
   Import the workflow template into n8n.
2. 2
   Configure the Voyage AI and Qdrant credentials.
3. 3
   Set the initial image URL for testing.
4. 4
   Run the workflow to classify the input image.