KarhutlaVision — AI-Powered Early Detection System for Forest & Land Fires

KarhutlaVision monitors watchtowers, concession perimeters, peatland areas, patrol routes, and fire brigade posts/command posts in real time using AI computer vision (YOLO) to detect smoke, hotspots, and high-risk activity -- triggering alerts to field teams within seconds instead of waiting hours for manual reports.

Unlike conventional CCTV systems, KarhutlaVision runs portably on site (edge deployment), so it keeps working even with limited internet connectivity -- ideal for watchtowers in remote locations that may not have stable bandwidth.

10 AI Detection Classes

Normal Conditions, Light Smoke, Thick Smoke, Fire Spot/Open Flames, Embers/Hotspots, Spreading Smoke Haze, Land Burning Activity, Unauthorized Vehicles/Personnel in the Concession Area, Personnel Without PPE in Hazard Zones, and Fire Brigade Units in Operation -- each mapped to a severity level (high/medium/normal) and an operational category (Fire, Early Warning, Air Quality, Compliance, Security, Safety, Operations).

Integrated Modules

• Login & Security -- encrypted authentication, tiered roles
• Dashboard & KPIs -- total smoke/fire detections today, active hotspots, monitored area (ha), incidents this month, average response time
• Multi-Camera CCTV Monitoring -- 1/2/4/6/9-camera grids, IP cameras (RTSP), USB webcams, or video files, each tagged by zone: Watchtower, Concession Perimeter, Peatland Area, Patrol Route, Fire Brigade Post/Command Post
• Recording & Playback -- replay camera recordings to investigate incidents
• Detection Testing -- upload images/videos to validate the AI model before connecting live cameras
• Alert Center -- tiered visual notifications, filters by category, complete log with zone & work shift
• Reports & Analytics -- daily detection charts (last 7 days) and object class distribution calculated from a permanent archive (not a limited memory buffer), CSV export
• Incident Management -- complete incident reports with photo evidence attachments (JPG/PNG/GIF/WEBP, validated by magic bytes), automatically embedded in PDF & Word exports
• Digital SOP Checklists -- custom checklists, filled in directly from the dashboard