• 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.
Blog
Mostafa Ibrahim
Latest Posts by Mostafa Ibrahim
• 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.
• 5 min read
Clarifai Alternative: How to Migrate Your Dataset to Roboflow
Learn how to export your Clarifai dataset and migrate it to Roboflow in a few steps.
• 8 min read
YOLO ONNX Export
Master the YOLO ONNX export workflow.
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