• 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
SUMMARY
Automotive manufacturers are applying computer vision across four core areas to improve quality and reduce cost: defect detection (metal, glass, missing parts, faulty seals), error proofing procedures that catch mistakes as they happen, OCR and OCV for part identification and character verification, and worker augmentation that guides operators through
• 5 min read
Count Objects on a Conveyor Belt Using Computer Vision
SUMMARY
This tutorial builds an end-to-end system for counting bolts and nuts on a moving conveyor belt, covering every stage from data collection to local deployment. Video frames are annotated using Roboflow's auto-labeling with Grounding DINO, a custom detection model is trained in the cloud,
• 7 min read
Flaw Detection Using Computer Vision
Learn how to use computer vision to detect flaws in products.
• 6 min read
Error Proofing AI in Manufacturing
SUMMARY
Manufacturing defects left undetected can consume up to 20% of company revenue, and computer vision offers a more accurate and scalable alternative to manual inspection for catching them. Object detection and instance segmentation models can flag scratches, misalignments, and assembly errors in real time as products move along a
• 4 min read
Computer Vision Solutions for Steel Manufacturing with Roboflow
Learn how computer vision can be used in steel manufacturing facilities.
• 9 min read
How to Detect Falls with Computer Vision
Learn how to detect when someone falls with computer vision.
• 11 min read
Counting Rebar with Computer Vision
Learn how to build an application that counts rebar using computer vision.
• 7 min read
Coffee Bean Inspection with Computer Vision
SUMMARY
This guide walks through building an instance segmentation model to detect stones (a physical defect) among roasted coffee beans, covering each step from collecting and labeling images in Roboflow to training the model and deploying it on local hardware using Roboflow Inference. The same workflow applies to detecting quakers
• 7 min read
Assess Car Damage with Computer Vision
Learn how to assess visual car damage using computer vision.
• 6 min read
Build a Juice Box Quality Inspection System
Learn how to build a system that ensures the integrity of straws on juice boxes.
• 4 min read
How to Broadcast Computer Vision Predictions Over MQTT
Learn how to broadcast computer vision predictions over the MQTT protocol.
• 6 min read
Dimension Measurement with Computer Vision
Learn how to measure the dimensions of objects with computer vision.
• 8 min read
Chocolate Box Quality Inspection with Computer Vision
Learn how to build a chocolate box quality assurance system with computer vision.
• 11 min read
How to Build a Manual Assembly QA System
Learn how to build a manual assembly quality assurance system to ensure products are properly assembled.
• 7 min read
Bottle Cap Inspection with Computer Vision
Learn how to use computer vision to verify the integrity of bottle caps on an assembly line.
• 4 min read
How to Use a Product Recognition API
Learn how to use the Roboflow product recognition API to identify the presence or absence of products on a retail shelf.
• 7 min read
Missing Item Inspection with Computer Vision
Learn how to check if there are missing items in a batch of a product on an assembly line using computer vision.
• 7 min read
Label Verification AI: How to Verify Label Placement on Packages
Learn how to build a system to verify label placement on packages using computer vision.
• 6 min read
Vision Tools: Using Computer and Machine Vision
Learn how to use computer and machine vision to improve efficiency on your manufacturing line.
• 7 min read
Glass Inspection with Computer Vision
Learn how to build a system to inspect glass with computer vision.
• 6 min read
Build an Appearance Inspection System with Computer Vision
Learn how to build an appearance inspection system in a manufacturing facility with computer vision.
• 7 min read
Package Counting and Inspection with Computer Vision
In this guide, we walk through how to build a quantity inspection system with computer vision.
• 4 min read
How to Use OCR in Manufacturing
In this guide, we discuss how OCR is used in manufacturing and how you can apply OCR in a manufacturing facility.
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