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ISEE Vision Blog

Industrial AI Vision — Field Deployments, Safety Engineering, and Product Insights

Explore case studies, technical explainers, and operational safety guides from the ISEE Vision engineering team. Updated regularly with insights from active deployments across manufacturing, logistics, and energy sectors.

Industrial freight elevator with doors open, a wrapped pallet inside and a pallet jack waiting in front
October 30, 2026
Freight elevator safety: who and what is in the car?
Freight elevator safety: what OSHA, ASME A17.1 and EN 81-31 say about riders, plus five controls compared, from key switches and door locks to AI cameras.
Ceiling-mounted CCTV camera in a factory aisle next to an industrial AI camera watching a forklift route
October 30, 2026
CCTV vs AI camera: factory footage records, it doesn't prevent
CCTV vs AI camera in a factory: one records what happened, the other acts while it happens. See how they differ, where each belongs, and how to combine them.
Red warning light flashing at a blind warehouse corner as a forklift approaches, with an unattended control room monitor in the background
October 30, 2026
AI safety camera alerts: a notification or an action?
AI safety camera alerts only help if they reach the person at risk. Compare dashboard notifications with relay and PLC outputs, second by second.
Steel coil hanging from an overhead crane hook in a production bay while a worker in a hard hat walks under the runway
October 30, 2026
Suspended load safety: protecting the overhead crane load zone
Suspended load safety starts with keeping people out from under the hook. Compare OSHA and EU rules, warnings, barriers, signalers and crane-mounted cameras.
Two workers in hard hats and high-visibility vests in front of a PPE cabinet at a factory entrance, with a production line behind them
October 30, 2026
Employer PPE obligations: five duties under EU and OSHA rules
Employer PPE obligations under EU Directive 89/656/EEC and OSHA 1910.132: hazard assessment, free provision, training, supervising use and keeping records.
Half-open high-speed PVC door in a warehouse with low-mounted photo eyes on both jambs and a forklift approaching
October 30, 2026
Photo eye sensors on industrial doors: what they do and miss
How a photo eye sensor protects people at an industrial door, what EN 12453 and UL 325 expect, where photo eyes fall short, and what an AI camera adds.
Staff in hairnets, masks and gloves preparing food at stainless steel counters in a commercial kitchen, with a small industrial camera on the ceiling
October 30, 2026
HACCP principles and kitchen hygiene: where the plan meets the prep line
The 7 HACCP principles explained, with Codex, FDA and EU 852/2004 references, and why kitchen hygiene rules like hairnets and handwashing are hardest to audit.
Control cabinet with interposing relays, a dual-channel safety relay and photoelectric sensor wiring on a DIN rail
October 30, 2026
NPN vs PNP, dry contacts and safety relays explained
NPN vs PNP sensor outputs, light-on and dark-on, dry contacts, and why a standard relay can't do a safety relay's job. A plain wiring guide for plant engineers.
Safety specialist and shift supervisor reviewing a risk assessment on a tablet on a production floor
October 30, 2026
OHS in Turkey: what Law 6331 asks of employers
OHS in Turkey explained for foreign employers: Law 6331 duties, hazard classes, OHS specialists, training, accident reporting and work stoppage. Learn more.
Red prohibition, yellow warning, blue mandatory and green emergency exit signs on a factory wall, with a forklift passing in front
October 30, 2026
Workplace safety signs: types, colors and where they fall short
Workplace safety signs explained: ISO 7010 shapes and colors, EU Directive 92/58/EEC, OSHA 1910.145, where to mount signs, and why signs alone are not enough.
Autonomous mobile robot moving along a production line in a modern plant, with ceiling-mounted cameras
October 30, 2026
Industry 4.0 examples: what it looks like on a real factory floor
Industry 4.0 examples from real plants: sensors, AI decisions, robots, and vision inspection, with measured results and a simple way to pick your first project.
Industrial camera mounted above a production line with metal parts moving on the conveyor
October 30, 2026
What is quality control? Methods, stages, and automated QC
What is quality control? Learn how QC differs from QA, the three inspection stages, where manual inspection fails, and how automated quality control works.
Tablet defects: close-up of embossed, scored white tablets and clear capsules
October 30, 2026
Tablet defects: a short guide from chips to capsule flaws
What people mean by a "defect" in a tablet or capsule, one by one, and how each shows up in an image.
Vial inspection: blister cards and liquid-filled bottles passing under an inspection camera on a packaging line
October 30, 2026
Vial and blister inspection: every reject needs an image
In medical packaging, "we removed the defective product" isn't enough. You need to show what you removed, why, and when. This post is about how image records change the quality team's work.
Packaging inspection: an AI camera watching capped PET bottles move along a filling line conveyor
October 30, 2026
Packaging inspection on filling lines: 8 questions QA teams ask
The same questions come up every time we discuss AI inspection for caps and bottles. Here are our answers, without overselling.
Foreign material in food: cashews moving along a conveyor belt under an inspection camera
October 30, 2026
Foreign material in food: you can't write rules for nature
No two food products look exactly alike. To find the defect, stop asking "what does a defect look like?" and start asking "what does a good product look like?"
Inspector checking knit fabric running over a lit inspection table, with a camera mounted overhead
October 30, 2026
Fabric defects: eight hours at the inspection table
Anyone who has spent eight hours at an inspection table knows the problem is not the method. It is the limits of the person. Knowing those limits shows you where and how to support the inspection.
Camera passing over a woven cane chair panel while a craftsman checks the weave for surface defects
October 30, 2026
Furniture quality inspection: natural variation or defect?
In furniture, the craftsman knows quality best. But the craftsman's eye cannot be at every piece. The challenge is carrying that knowledge into series production.
Visual inspection camera watching metal brackets move along the conveyor at a press line exit
October 30, 2026
Die maintenance: what cracks in press parts tell you
One crack is a scrap part. The same crack in the same place, again and again, is a message.
Visual inspection camera above roof panels moving down a production line, with a plaster surface sample beside it
October 30, 2026
Choosing a visual inspection system: 10 questions to ask
Every system looks good in a demo. The real difference shows up on your surface, under your lighting, and at your next product changeover.
Industrial camera above a conveyor inspecting perforated and diamond plate sheets for surface defects
October 30, 2026
Surface defect detection on patterned sheet: pattern or flaw?
A scratch on flat sheet is easy to see. The trouble starts when the surface itself is made of thousands of "lines" and "holes."
Machined metal parts on an automotive supplier's conveyor, each inspected by an AI camera
October 30, 2026
8D problem solving: the visual evidence a supplier needs
In automotive, the cost of a defective part is rarely the part itself. It is the questions that follow. This post walks through 8D problem solving step by step and shows where part-level visual records strengthen the supplier's hand.
AI camera inspecting a braided hydraulic hose and a PVC pipe through 360° on the production line
October 30, 2026
Hose and tube lines: 5 objections to a tube inspection system
When we talk with pipe and hose makers about in-line visual inspection, we hear the same objections. Each one has some truth in it. None of them alone is enough to say "checking by eye is fine."
AI camera inspecting the jacket surface and print of a cable leaving the extrusion line while it runs
October 30, 2026
One defect, a returned reel: cable surface and print inspection
A cable defect is small, but once it is wound onto a reel it becomes the whole reel's problem. This post works backward from a return complaint to where the defect should have been caught.
Open vendor proposals and a ticked checklist on a meeting table next to an industrial camera
October 20, 2026
Industrial AI camera system: 9 questions to ask before you buy
Choosing an industrial AI camera system? The 9 questions to ask every vendor, what a good answer sounds like, a pilot checklist and a bid comparison table.
Press machine with a safety light curtain guarding the point of operation
October 20, 2026
Machine Guarding: Types, Devices and OSHA Requirements
A practical guide to machine guarding: the four guard types, safeguarding devices such as light curtains and two-hand controls, what OSHA 1910.212 requires, and where AI vision fits as an additional layer.
Forklift moving pallets in a warehouse aisle
October 20, 2026
Forklift Accident Statistics: Deaths, Injuries and Causes
Forklift accident statistics from BLS, NIOSH, OSHA and HSE: annual deaths, the most common fatal accident types, OSHA citations and UK workplace transport data, each with its source and data year.
Factory floor with a yellow pedestrian walkway, barriers and a forklift
October 20, 2026
Near Miss Reporting: Examples, Report Fields and Automatic Detection
What counts as a near miss, why reporting programs miss most of them, what a good report contains, and how AI cameras log near misses automatically.
Forklift emerging from a warehouse rack corner as a pedestrian approaches, with a warning light on the post turned red
April 30, 2026
Blind spot monitoring system: a guide for forklift sites
How an industrial blind spot monitoring system works: where forklift blind spots form, OSHA and EU rules, and how mirrors, sensors, tags and AI cameras compare.
AI camera measuring forklift speed in an industrial aisle with pedestrian proximity zone
April 30, 2026
Vehicle speed detection in industrial areas: a technology guide for EHS teams
How does vehicle speed detection in industrial areas actually work? Compare speed limiters, geofence zones, and AI cameras. Schedule a free assessment today.
Industrial gate ANPR camera capturing truck plate alongside in-facility AI vision detection
April 30, 2026
Vehicle identification in industrial areas: ANPR, RFID, and AI vision compared
Vehicle identification in industrial areas isn't one technology, it's three layers. Compare ANPR, RFID, and AI vision. Schedule a free site assessment.
Layered traffic management plan in an industrial facility with forklifts, pedestrians, and AI cameras
April 30, 2026
Traffic management in industrial areas: a layered-defense guide
How does traffic management in industrial areas work? Build a layered-defense plan with segregation, speed control, and AI cameras. Get a free assessment.
ROI framework and cost-benefit analysis for AI safety systems in manufacturing
February 24, 2026
ROI of AI Safety Systems for Manufacturing: A Complete Cost-Benefit Analysis Framework
Build the AI safety business case: quantify incident savings, insurance reductions, and productivity gains with our manufacturing ROI framework.
AI safety monitoring for logistics warehousing and forklift operations
February 24, 2026
AI Safety for Logistics and Warehousing: Preventing Accidents in Fast-Paced Environments
Forklift collision prevention, dock safety, and PPE compliance for warehouses and logistics facilities. See how AI monitoring protects workers 24/7.
AI vision systems monitoring safety in steel mill production environment
February 24, 2026
Steel Mill Safety with AI Vision Systems: Protecting Workers in the World's Most Hazardous Industry
How AI vision systems protect workers in steel mills — from crane proximity alerts to PPE compliance monitoring. Reduce incidents, ensure ISO 45001 complianc...
Edge AI processing versus cloud-based safety systems comparison for industrial facilities
February 24, 2026
Edge AI Processing vs Cloud-Based Safety Systems: Performance, Privacy, and Cost Comparison
Compare edge AI vs cloud safety systems on latency, privacy, cost, and reliability. Find the right architecture for your industrial facility.
AI safety solutions protecting automotive manufacturing assembly line workers
February 24, 2026
AI Safety Solutions for Automotive Manufacturing: Protecting Assembly Line Workers
How AI safety solutions for automotive manufacturing protect workers from robots, press machines, and paint booth hazards — with real deployment data.
Complete guide to AI-powered industrial safety systems for manufacturing facilities
February 24, 2026
AI-Powered Industrial Safety Systems: Complete Guide to Detection, Prevention & Compliance
Comprehensive guide to AI-powered industrial safety systems: how computer vision prevents accidents, ensures compliance, and protects workers.
PDPL compliant industrial AI camera system and data privacy
February 19, 2026
PDPL and Industrial Camera Usage: A Compliance Guide
PDPL compliance guide for industrial AI camera systems, data privacy requirements, and the privacy advantages of Edge AI.
Press machine safety light curtain versus AI camera comparison
February 15, 2026
Light Curtain or AI Camera? Comparing Press Machine Safety
A detailed comparison of light curtains and AI camera safety systems for press machines. Hand detection, muting challenges, and bypass risks analyzed.
UWB tag system versus AI camera forklift safety comparison
February 11, 2026
UWB vs AI Camera: Which Technology for Forklift Safety?
UWB tag-based systems vs AI camera solutions for forklift-pedestrian collision avoidance. Cost, installation, and effectiveness compared.
AI camera system versus traditional safety sensors technical comparison
February 07, 2026
AI Camera vs Traditional Safety Sensors: Which Is More Effective?
Technical comparison of AI cameras vs light curtains, laser scanners, and UWB systems. A guide to choosing the right safety solution.
AI-powered workplace safety systems 2026 comprehensive guide
February 03, 2026
AI in Workplace Safety: The 2026 Guide
How AI technologies are transforming industrial workplace safety, the advantages of AI camera systems, and ROI analysis.
Turkey occupational accident statistics and AI-powered industrial safety solutions
January 30, 2026
Occupational Accidents and Industrial Safety in Turkey (2025 Data)
A review of why occupational accidents remain high in Turkey based on 2025 data and how AI-powered camera systems deliver preventive safety in industrial environments.
Overhead crane safety with AI-powered camera system for worker detection
January 22, 2026
Preventive Measures for Overhead / Bridge Cranes
A practical overview of the risks around overhead and bridge cranes, the limits of traditional safeguards, and how AI-powered camera systems can prevent incidents before they happen.
AI camera system preventing accidents around dangerous industrial machines
January 13, 2026
Why do accidents occur in dangerous industrial machines?
A clear and data-driven analysis of why accidents still occur around dangerous industrial machines, despite conventional safety measures. This article explains the hidden limitations of sensor-based protection systems and demonstrates how AI-powered camera technologies deliver a fundamentally safer, more reliable, and production-friendly approach. By focusing on continuous area monitoring, manipulation detection, and limb-level risk analysis, it shows how modern facilities can prevent accidents before they happen—without sacrificing efficiency.
GDPR, KVKK and ISO/IEC 42001 AI data protection regulations overview
January 12, 2026
Current Regulations on Data Protection and Management in Artificial Intelligence Solutions
This blog post discusses the current regulations in force regarding data security and management in artificial intelligence solutions. By explaining GDPR, KVKK, and ISO/IEC 42001 standards in their basic aspects, it clearly and concisely highlights why personal data protection, ethical AI management, and legal compliance processes are critical for organizations.
AI-powered ISEE-CAM camera system for personal protective equipment (PPE) detection
January 12, 2026
How Does Artificial Intelligence Contribute to Personal Protective Equipment (PPE) Detection?
This blog post explains how artificial intelligence plays an effective role in Personal Protective Equipment (PPE) detection and its contributions to occupational health and safety processes. It describes how ISEE-CAM’s AI-based object detection technology enables automatic monitoring of PPE usage, instant alerts in cases of missing or incorrect equipment, and the creation of safer and more sustainable working environments to prevent workplace accidents.
ISEE-CAM AI camera forklift collision prevention and safety monitoring system
January 12, 2026
Forklift Safety Solutions to Ensure Occupational Health and Safety
This blog post discusses the main causes of forklift accidents in industrial environments and examines the impact of driver negligence and rule violations on occupational health and safety. It explains how ISEE-CAM’s advanced computer-vision-based forklift safety modes (Modes 4–17) prevent accidents through human, vehicle, and zone detection solutions and improve safety in working environments.
AI-powered anomaly detection system on industrial production line using computer vision
January 09, 2026
Anomaly Detection with Computer Vision and Industrial Applications
This article comprehensively explains the importance, application areas, historical development, and technical approaches of computer-vision-based AI anomaly detection in industrial production lines, highlighting its advantages in time, cost, and reliability for quality control processes.
YOLOv5 deep learning model training process and parameter configuration
July 08, 2025
Object Detection with YOLOv5 Based on Deep Learning Data Preparation, Training, and Real-Time Inference
This article provides a detailed guide to deep learning-based object detection using the YOLOv5 algorithm. It covers every step from preparing the data.yaml file and selecting the model to configuring training parameters and interpreting training output graphs. The real-time inference process is also explained with example commands.
Dataset creation and labeling process for YOLO object detection
July 07, 2025
Dataset Creation and Labeling Process for YOLO A Step-by-Step Guide
This article provides a detailed explanation of the dataset creation and labeling process required for object detection using the YOLO algorithm. It covers the importance of collecting quality data, the use of labeling tools, the structure of the YOLO format, dataset splitting (train/valid/test), and methods to prevent overfitting with examples.
YOLO algorithm computer vision object detection diagram
July 06, 2025
Computer Vision and Object Detection Fast and Accurate Solutions with the YOLO Algorithm
This article thoroughly explores the concept of computer vision, the object detection process, and commonly used algorithms. It provides a step-by-step explanation of how the YOLO algorithm works, how bounding boxes are generated, and how confidence scores are calculated, along with comparisons to other algorithms.
AI-powered safety system monitoring forklift operations in logistics loading area
May 30, 2025
Accidents in Logistic Vehicle Loading Areas and Prevention Methods via Artificial Intelligence
This blog analyzes the causes of workplace accidents in logistics loading zones and explains how computer vision systems can be used to prevent them.
AI-powered ISEE-CAM camera monitoring forklift and worker safety in factory
April 24, 2024
Workplace Safety Measures in Factories
This blog outlines essential factory safety protocols, emphasizing the importance of AI-assisted systems in reducing accidents and enhancing productivity.
Welding machine safety equipment and protective gear compliance monitoring
July 01, 2024
Safety Measures for Welding Machines
Welding operations are on the rise, and so are occupational accidents. From small shops to industrial giants, welding safety is critical.
Occupational health and safety measures in steel manufacturing with AI monitoring
July 02, 2024
Occupational Health and Safety in the Steel Industry
The steel industry is one of the heaviest production industries. Massive metal blocks are moved and melted by giant machines.
MQTT communication protocol diagram for industrial IoT systems
July 01, 2024
MQTT Communication Protocol
The MQTT protocol was developed in 1999 for the oil and gas industry. Engineers needed a protocol that consumed minimal bandwidth and energy for monitoring pipelines via satellite.