• 10 min read
Predictive Maintenance with Vision AI
Use RF-DETR to detect early bearing defects and Gemini 2.5 Pro to analyze defect severity, explain potential failure causes, and generate maintenance recommendations.
Blog
Mostafa Ibrahim
Latest Posts by Mostafa Ibrahim
• 9 min read
Text Prompt Object Detection with Roboflow
Text prompt object detection with SAM3: type your classes in a Roboflow Workflow and get boxes, masks, and confidence, no dataset or training.
• 8 min read
Transmission Line Inspection AI
Detect foreign objects and damaged cables on transmission lines using RF-DETR and Roboflow Workflows.
• 7 min read
Tarmac Safety AI
Build an automated airport FOD detection workflow using RF-DETR, Roboflow Workflows, and Gemini 2.5 Pro.
• 11 min read
Video Analytics with Vision AI
Automate conveyor box inspection with video analytics. Learn how to combine RF-DETR, ByteTrack, and Gemini 2.5 Pro in Roboflow to track and detect defects.
• 9 min read
Automated Tablet Defect Inspection
Train a pill detection model, crop each tablet, classify defects with a VLM, and sort every inspection into pass or fail.
• 7 min read
Injection Molding Defect Detection for Medical Components
Use RF-DETR and Gemini 2.5 Pro to detect defects on molded components and generate automated inspection observations.
• 6 min read
The Vision AI Maturity Model: A Framework for Taking Pilots to Production Scale
Discover a five-level model showing how vision AI evolves from isolated pilots into a reusable system across sites.
• 9 min read
Steel Strip Defect Inspection
Train an RF-DETR model on steel strip defects and build a Workflow that sorts every inspection into pass, review, or fail.
• 10 min read
Planogram Compliance Detection with Roboflow
Use Roboflow Workflows to automatically detect empty shelf zones and flag brand mixing violations using object detection and visual reasoning.
• 8 min read
Building an AI-Powered Robotic Welding Defect Detection System
Use RF-DETR and Gemini 2.5 Pro to identify welding defects and generate automated quality inspection reports.
• 8 min read
Surface Defect Detection on Machined Metal Medical Parts
Use RF-DETR and Gemini 2.5 Pro to detect surface defects on machined medical components and generate automated inspection observations.
• 7 min read
Physical AI: How AI Systems Interact with the Physical World
Physical AI perceives, reasons, and acts across robots, vehicles, and factories. See why perception, not reasoning, decides what ships.
• 8 min read
IV Bag Fill-Level and Leak Detection
Build an automated IV bag fill-level and leak detection system using RF-DETR and Gemini 2.5 Pro.
• 9 min read
Contact Lens Defect Inspection
Train a Roboflow object detection model, detect defects on each contact lens, and sort results into pass, review, and fail with a Custom Python Block.
• 9 min read
Medical Device Assembly Verification
Build a Roboflow Workflow that checks medical device images against a component list with Google Gemini.
• 8 min read
OCR Lot Code and Expiry Date Verification for Medical Packaging
Train a Roboflow localization model, isolate printed label fields, and verify batch numbers and expiry dates with Google Gemini.
• 8 min read
Automate Medical Device Packaging Inspection and UDI Label Verification
Use RF-DETR and Gemini 2.5 Pro to inspect medical device packaging, verify UDI labels, and identify packaging issues.
• 7 min read
Turn Vision AI Detections Into Alerts: PLC, MES, Slack
Learn how to detect defects with Roboflow and trigger real-time downstream alerts in manufacturing facilities.
• 7 min read
AI Cameras vs. IP Cameras: What's the Difference?
A practical guide to understanding how AI cameras and IP cameras differ, and when each makes sense for your operation.
• 9 min read
Sports Analytics AI with Roboflow
Learn how to build a sports analytics AI pipeline. Use RF-DETR and Gemini to automate sports formation analysis and player tracking.
• 10 min read
Process RTSP Streams for Real-Time Video Analytics
Ingest RTSP streams, handle frame buffering, and run wildfire smoke detection on the Roboflow Inference Docker container.
• 7 min read
The Best Free Computer Vision Models
The best free computer vision models, compared by task, speed, and license.
• 9 min read
Diabetes Device Inspection
Learn how to automate visual quality checks across glucometers, insulin pens, CGMs, and more using Roboflow Workflows and Gemini.
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