CleanRoute AI
AI-Powered Smart Waste Management
An AI-powered smart waste management system that uses computer vision, machine learning, and route optimization to improve waste collection efficiency in urban areas — citizens report issues with photos, the AI detects fill level and priority, K-Means optimizes routes, and Linear Regression predicts future generation.
Main Features
Detection, prioritization, routing, and forecasting — in one smart-city platform.
Image-Based Detection
Upload or capture waste images; AI analyzes fill level and waste type with ~90% accuracy and a clear recommendation.
Priority Classification
Categorizes complaints into URGENT / HIGH / MEDIUM / LOW using Decision Tree + Naive Bayes so the right crew is dispatched.
Smart Route Optimization
K-Means clustering groups nearby complaints into efficient collection routes, saving ~25% of collection time.
Waste Prediction
Linear Regression forecasts the next 7 days of waste generation (RMSE ~6.09 tons) to plan capacity ahead.
Anomaly Detection
Isolation Forest surfaces illegal-dumping hotspots (~88% accuracy) for targeted enforcement.
Real-Time Dashboard
Interactive charts, live statistics, and workload distribution for admins and field teams.
Role-Based Access
Three roles — Admin, Citizen, Tester — with scoped permissions and JWT-secured endpoints.
Interactive Maps
Leaflet maps with priority-colored markers and route visualization for field operations.
Export Reports
Generate PDF / Excel reports for compliance, audits, and operational analysis.
Technology Stack
Build your AI-powered product
From Django + React platforms to computer-vision and ML services, we ship intelligent systems end to end.