Community Contributed KNN Land Classifier (Unverified)
detail.loadingPreview
Classifies land types from satellite imagery using a K-Nearest Neighbors (KNN) approach.
🚀Ready to Deploy This Workflow?
About This Workflow
Overview
This workflow automates the classification of land types from satellite imagery. It leverages a pre-trained K-Nearest Neighbors (KNN) model to identify various land categories such as 'agricultural', 'forest', 'residential', and more. The workflow takes an image as input, embeds it, queries a vector database (Qdrant) for similar embeddings, and then uses a majority vote to determine the most likely land class.
Key Features
- Image embedding using a multimodal model.
- K-Nearest Neighbors search in a vector database.
- Majority vote for classification result.
- Handles potential ties in classification.
How To Use
- Configure the 'Voyage API' credentials.
- Configure the 'QdrantApi account' credentials.
- Set the
API_BASE_URLenvironment variable for the Voyage API. - Set the
BASE_URLenvironment variable for the Qdrant API. - Set the
WEBHOOK_URLenvironment variable for Qdrant Cloud URL. - The workflow expects an input with an
imageURLand optionally alimitKNNfor the KNN search.
Apps Used
Workflow JSON
{
"id": "7f1451a3-4324-42ec-8677-81cb5da190fc",
"name": "Community Contributed KNN Land Classifier (Unverified)",
"nodes": 0,
"category": "Image Analysis",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 7f1451a3-4324...
About the Author
Crypto_Watcher
Web3 Developer
Automated trading bots and blockchain monitoring workflows.
Statistics
Verification Info
Related Workflows
Discover more workflows you might like
Crop Anomaly Detection Tool
Detects anomalous crops from an image URL by comparing embeddings against a Qdrant database.
AI-Powered PostgreSQL Data Agent with Conversational Interface
This n8n workflow empowers you to build an intelligent, conversational agent for your PostgreSQL database. Interact with your data using natural language, perform CRUD operations, explore schemas, and generate dynamic visualizations, streamlining data management and access for any user.
Robust Concurrency Control for n8n Workflows with Redis
Prevent simultaneous execution of critical n8n workflows or tasks using a centralized, Redis-backed locking mechanism. This reusable utility workflow ensures data integrity and resource management by allowing other workflows to acquire, check, and release locks.
Weekly Cocktail Inspiration for Your Team
Automatically share engaging cocktail recipes with your team or community every week. This workflow fetches a random recipe, generates a beautiful visual card using Bannerbear, and posts it directly to your Rocket.Chat channel, fostering fun and connection.
AI-Powered Stack Overflow Lead Generation
Unleash the power of AI to automatically scrape valuable lead data from Stack Overflow user profiles. This workflow intelligently identifies and extracts key information like names, locations, skills, and reputation, then seamlessly organizes it into your Google Sheet for effortless lead management.
Telegram Profanity & Toxicity Filter
This n8n workflow automatically monitors incoming Telegram messages for profanity and toxic language. It leverages Google's Perspective API to analyze message content, and if a message is deemed inappropriate, the workflow sends an automated warning response back to the sender.