Image anomaly detection and KNN with a vector database

Data and analytics teams that check or classify new images against a reference dataset.

Use it now Want it running at your company?

Recommendedour rating
3,240views on n8n

Use it now

Paste it straight onto an n8n canvas with Ctrl+V or Cmd+V.

Third party software. By copying, downloading or installing it you accept the Academy legal notice: you are responsible for reviewing its code and permissions before use.

vector-database-as-a-big-data-analysis-tool-for-ai-agents-1-3-anomaly-1-2-knn.json

Loading the file...

What it does

A set of n8n workflows that use a Qdrant vector database to analyse image datasets. One pipeline uploads a dataset and creates Voyage AI embeddings, another sets up the class centres and thresholds used for anomaly detection. Tools then check whether a new image is an anomaly or which class it belongs to by its nearest neighbours.

Use cases

01Flag images that differ from a reference set
02Classify new images by nearest neighbours
03Store image embeddings in a Qdrant cluster

Connects

HTTP Request · Google Cloud Storage · Code

Questions about
Image anomaly detection and KNN with a vector database.

What is Image anomaly detection and KNN with a vector database used for?

Data and analytics teams that check or classify new images against a reference dataset. A set of n8n workflows that use a Qdrant vector database to analyse image datasets. One pipeline uploads a dataset and creates Voyage AI embeddings, another sets up the class centres and thresholds used for anomaly detection. Tools then check whether a new image is an anomaly or which class it belongs to by its nearest neighbours.

How do I import Image anomaly detection and KNN with a vector database into n8n?

Copy the workflow JSON from this page and paste it onto the n8n canvas with Ctrl+V or Cmd+V. Then connect your credentials in each node.

Is Image anomaly detection and KNN with a vector database safe to use?

It passed our automatic scan for credential theft, hidden instructions and risky install commands. Third party open source software. Sabemos AI does not maintain it. Check the code and permissions before you connect it to company data.

Related resources

Read the guide: AI data analysts: ask your data ↗