Mostafa Ibrahim

22 Jul 2026 • 8 min read

Hog Ring Detection with Computer Vision

Detect visible hog rings with RF-DETR, compare their positions with predefined attachment zones, and use Gemini 2.5 Pro to generate an automotive seat inspection summary.

22 Jul 2026 • 10 min read

Flanges Quality Inspection with Computer Vision

Train RF-DETR to catch flange face defects, then sort results into pass, review, and fail.

17 Jul 2026 • 9 min read

Pipe and Tubes Quality Inspection with Roboflow

Automate tube and pipe defect inspection. Train an RF-DETR model to detect holes, cracks, and ruptures, and build a pass, review, or fail Workflow in Roboflow.

17 Jul 2026 • 9 min read

Retail Object Detection with RF-DETR

Detect visible beverage products with RF-DETR, compare their counts with fixed camera-frame thresholds, and use Gemini 2.5 Pro to generate a shelf inspection summary.

14 Jul 2026 • 13 min read

Open Vocabulary Segmentation

Learn how to build a zero-shot segmentation pipeline with SAM 3 and Roboflow Workflows.

14 Jul 2026 • 10 min read

Segment Anything with Text

Use Segment Anything with Text in Roboflow Workflows to segment workers, helmets, and safety vests without training a custom model.

14 Jul 2026 • 11 min read

Analyze Video Feeds for Process Monitoring with RF-DETR

Analyze video feeds for process monitoring with Roboflow: RF-DETR detects, ByteTrack tracks, and a line counter logs counts and speed.

7 Jul 2026 • 12 min read

Detect Anything Model

A detect anything model finds any object from a text prompt, no training or labels. Build one with SAM3 in Roboflow Workflows to search a scene.

7 Jul 2026 • 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.

2 Jul 2026 • 5 min read

Natural Language Image Annotation

Automatically annotate images from text prompts: SAM 3 masks in Roboflow or Autodistill in Python, then train RF-DETR.

30 Jun 2026 • 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.

29 Jun 2026 • 8 min read

Transmission Line Inspection AI

Detect foreign objects and damaged cables on transmission lines using RF-DETR and Roboflow Workflows.

29 Jun 2026 • 7 min read

Tarmac Safety AI

Build an automated airport FOD detection workflow using RF-DETR, Roboflow Workflows, and Gemini 2.5 Pro.

29 Jun 2026 • 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.

29 Jun 2026 • 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.

29 Jun 2026 • 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.

24 Jun 2026 • 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.

24 Jun 2026 • 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.

22 Jun 2026 • 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.

22 Jun 2026 • 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.

17 Jun 2026 • 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.

17 Jun 2026 • 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.

16 Jun 2026 • 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.

16 Jun 2026 • 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.