Real-World Field Deployments and Industrial AI Projects
Discover how ISEE Vision AI cameras are deployed across manufacturing, logistics, and energy sites. Each scenario summarizes the setup approach, application area, and measurable impact.
industrial AI camera deploymentedge vision safety systemAI quality inspectionfactory automation analyticsworkplace safety monitoring
Use Case 01AutomotiveTofas
Personnel detection under vehicle lifts in the automotive industry
Helmeted and non-helmeted personnel were detected under a two-post hydraulic vehicle lift.
Eliminated manual safety observer requirement at 2 lift stations
Alert-to-output latency under 100ms via edge processing
Integrated directly with lift control system — no additional hardware required
Lift control
Audible warning system
Use Case 02AutomotiveTofas
Welding room door control
Welding machine operations were controlled by counting and tracking helmeted and non-helmeted personnel.
Automated welding machine lockout when non-helmeted personnel detected at entry
Multi-camera coordination across entry and exit points
PLC-triggered machine control within milliseconds of detection event
Welding room entry and exit
Use Case 03AutomotiveTofas
Multi-door cage personnel counting
Personnel entering a robot arm cage with multiple doors were counted and alerts triggered accordingly.
Personnel counting inside the cage
Multi-camera communication
Robot arm control
Robotic arm multiple area camera
Robotic arm multiple area camera
Multiple area interface
Robotic arm multiple area camera
Multiple area interface
Use Case 04Iron & SteelKocaer
Worker safety in the iron and steel industry
Worker safety was ensured in hazardous zones along conveyors and production lines.
Eliminated personnel-conveyor contact incidents during monitored periods
Alert-to-output latency under 100ms with full edge inference
Integrated with existing PLC and warning infrastructure — no additional server required
Hand detection
AICAM interface
Camera placement
Use Case 05ChemicalsYigit Aku
Fainted worker detection in the chemical industry
Fainting incidents for lone workers were detected and alarms triggered for rapid response.
Fainted worker detection
Low-latency alert system
Fainted worker detection
Fainted worker detection
Fainted worker detection
Use Case 06CementBursa Cement
Personnel presence monitoring around crusher, bunker, and silo in a cement plant
Presence monitoring was provided around the crusher feed pit during aggregate transfer.
Reduced unauthorized zone entries through 24/7 monitoring of crusher feed pit and silo areas
Multi-camera coordination covering 3 hazard zones simultaneously
Automated violation reporting on daily, weekly, and monthly cadences
Hazard zone personnel detection
Hazard zone personnel detection
Hazard zone personnel detection
Use Case 07Iron & SteelHurdacilar
Human presence detection with a scrap crane camera
Human presence was detected under harsh conditions using a moving crane camera.
Reliable personnel detection maintained under dusty, low-visibility conditions typical of scrap handling yards
Camera mounted directly on crane — moves with the load zone to eliminate fixed-sensor blind spots
Crane halt triggered within milliseconds of personnel detection in load area
Fixed crane - clear visibility
Fixed crane - challenging visibility
Moving crane - challenging visibility
Use Case 08AutomotiveTredin
Poka-Yoke detection in automotive manufacturing
Presence/absence checks of interior equipment poka-yokes were performed on vehicles.
High-accuracy presence/absence verification of interior poka-yoke components per vehicle
Instant PLC trigger on detection — no manual inspection step required
Eliminated manual visual check bottleneck on automotive assembly line
Poka-Yoke detection
Poka-Yoke detection
Use Case 09PackagingModern Ambalaj
Personnel presence detection in active work areas
Personnel detection was applied across multiple zones within an industrial work area.
Personnel detection and classification
Instant alert generation
Low-latency processing on edge devices
Entry point people counting
Use Case 10Iron & SteelKocaer
Personnel presence detection on conveyor lines
Emergency alerts were triggered when personnel were detected on active conveyors.
Real-time hazard detection and alerts
Compliance with safety checklists
Centralized reporting across sites
Personnel on conveyor
Device interface
Mobile interface
Use Case 11PortDesan
Restricted zone control on a moving crane in a port environment
Detection and reporting were implemented for personnel entering prohibited zones in the crane working area.
Real-time hazard detection and alerts
Instant and retrospective reporting
Restricted zone scanning
Personnel in restricted area
Use Case 12Manufacturing - ProductionTeksan
Blind spot elimination inside a robot cage
The PLC-controlled robot was stopped when personnel were detected inside the cage.
Blind spot elimination
Personnel presence detection inside the cage
PLC integration
Cage interior installation
Use Case 13Manufacturing - ProductionEgger
Forklift and personnel detection for a freight elevator
Elevator door control was applied when forklifts or personnel were detected.
PLC integration
Multi-class object detection
Freight elevator violation detection
Elevator detection interface
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