• 5 min read
Understanding OEE vs OOE vs TEEP
Understand the difference between OEE, OOE, and TEEP. Learn how to calculate each metric and how computer vision can improve your OEE Quality score.
• 7 min read
Upgrading Lean Six Sigma with AI
Discover how Lean Six Sigma reduces waste and defects. Learn how integrating the DMAIC framework with computer vision AI automates the Measure and Analyze phases.
• 6 min read
How to Improve First Pass Yield
Learn how to improve First Pass Yield. Build a visual intelligence pipeline to automate defect detection using Roboflow.
• 6 min read
Understanding Discrete vs. Process Manufacturing
What's the difference between discrete and process manufacturing? How each works, why the distinction matters, and where computer vision fits in both.
• 7 min read
Takt Time vs. Cycle Time? A Master Guide to Synchronizing Production with AI
Discover the critical difference between Takt Time and Cycle Time. Learn how to calculate both, and how to use computer vision to eliminate manufacturing bottlenecks.
• 9 min read
Build a Body-in-White Inspection System with Computer Vision
Optimize your Body-in-White quality gate with computer vision. This guide walks you through building a sophisticated, two-stage vision system with RF-DETR Small and Gemini 3.1 Pro.
• 21 min read
How to Build Automated Pallet Accounting at End-of-Line with Roboflow
Automate pallet accounting at end-of-line with Roboflow Workflows and RF-DETR. Track every pallet from conveyor arrival to forklift pickup using zone-based monitoring and real-time event logging.
• 6 min read
Visual Quality Management with Roboflow
This guide shows you how to build a complete high-stakes inspection loop for visual quality management.
• 6 min read
What an MES Does on the Factory Floor
Manufacturing Execution Systems run the factory floor - but they can't see it. What an MES does, where it stops, and where vision AI picks up.
• 5 min read
What Is Machine Guarding? A Comprehensive Guide to Industrial Safety
Explore the fundamentals of industrial machine guarding. Learn about fixed barriers, OSHA compliance, and how computer vision enables smart virtual guarding.
• 19 min read
Image Annotation Best Practices for Robotics
Learn how to master robotics-specific challenges like motion blur and occlusions during image annotation.
• 6 min read
How to Build an Edge Vision System for Weld Inspection
Learn how to build a high-precision, two-layer inspection agent that combines the lightning-fast perception of RF-DETR with the deep visual reasoning of Gemini.
• 7 min read
Automate FDA Label Compliance with Computer Vision
See how to automate FDA food label compliance with computer vision - detecting required label components, extracting text, and validating it at scale using Roboflow models and Workflows.
• 11 min read
How to Reduce Scrap in Manufacturing with Computer Vision
Scrap isn't inevitable, it is a visibility problem. Most manufacturers discover defects hours after they start. Computer vision changes this by detecting issues in real-time.
• 6 min read
Visual Assembly Verification with Computer Vision
Manufacturers need to know that items are assembled correctly. This guide shows how to build visual assembly verification that compares products to a reference image and returns a clear pass/fail verdict with exactly what’s wrong.
• 10 min read
How to Improve Cycle Time with Computer Vision
Learn how computer vision measures cycle time continuously, reveals hidden waiting and handoffs, and turns cycle time from a guessed metric into a live operational signal.
• 17 min read
Best Defect Detection Algorithms for Manufacturing
This guide breaks down the best defect detection algorithms for manufacturing and shows why instance segmentation is now the standard for high-precision quality control.
• 4 min read
How Computer Vision Supports Operators in Modern Manufacturing
Learn how you can use computer vision as an operator to reduce manual inspection load, improve product quality, and more.
• 9 min read
What Is Industry 4.0? Smart Factories and The Fourth Industrial Revolution
Imagine a factory floor where machines think, see, and communicate. What you’re picturing is Industry 4.0 - and it’s arrived.
• 8 min read
How Deep Learning Solves Machine Vision’s Biggest Frustrations
Learn how deep learning can be used to solve difficult vision problems at which traditional techniques struggle.
• 8 min read
How to Scan Pallets using Computer Vision
Learn how to build an automated pallet scanning system with computer vision technology.
• 4 min read
Vision AI in Manufacturing: 3 Proven Strategies to Adopt in 2025
Explore how you can use AI in manufacturing to avoid jams and pileups, identify product defects, and more.
• 3 min read
Computer Vision for Automotive Manufacturing
Automotive manufacturing is a unique, competitive, and complex segment within the manufacturing industry which requires continually improving processes using the latest technology to gain market share. The industry is going through rapid changes and automotive manufacturers are undergoing modernization efforts to increase overall equipment effectiveness, reduce cost of quality, and
• 4 min read
Count Objects on a Conveyor Belt Using Computer Vision
In many manufacturing environments, conveyor belts are used for transporting objects, especially small components such as bolts, nuts, or other fasteners through various stages of production. Being able to reliably count these objects in real-time improves inventory management, quality assurance, and overall efficiency.
Introduction
In this guide, we’ll walk
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