Mostafa Ibrahim

4 Aug 2026 • 10 min read

How to Detect Small Objects in Drone Imagery

Train RF-DETR to detect people and vehicles that appear small in aerial imagery, then build a Roboflow Workflow that counts detections and uses Gemini to inspect the scene.

4 Aug 2026 • 9 min read

Dwell Time and Zone Analytics with Vision AI

Measure dwell time and zone analytics from any camera: train RF-DETR, track people with ByteTrack, and time each visitor inside a defined zone.

4 Aug 2026 • 9 min read

P&ID Symbol Detection for Engineering Drawing Digitization

Detect common symbols in piping and instrumentation diagrams, then use OCR to extract text from instrument-related regions.

3 Aug 2026 • 9 min read

How Often Should You Retrain a Computer Vision Model?

Learn how to recognize performance decline, data drift, new edge cases, and other signs that indicate a computer vision model needs retraining.

3 Aug 2026 • 18 min read

Human-Object Interaction Detection with RF-DETR

Build human-object interaction detection without interaction labels: RF-DETR finds people and forklifts, Gemini classifies safe vs unsafe, in Roboflow.

31 Jul 2026 • 9 min read

Powder-Coat Defect Detection

Detect craters, orange peel, bubbles, and scratches with RF-DETR, then use Gemini 2.5 Pro to summarize the visible defect and its apparent severity in the annotated image.

30 Jul 2026 • 10 min read

Machine-Vision AI for Surface Defect Severity Assessment

Build a computer vision pipeline for identifying surface defect severity and evaluating product quality.

27 Jul 2026 • 10 min read

Retail Object Detection with RF-DETR

Train a model to detect empty shelf spaces and automate restocking decisions.

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.

8 Jul 2026 • 12 min read

What Is Pose Estimation?

Learn what pose estimation is, and how to use Roboflow for pose estimation. Detect drowning and swimming poses with RF-DETR Keypoint and Roboflow Workflows.

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.