• 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.
Blog
Mostafa Ibrahim
Latest Posts by Mostafa Ibrahim
• 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.
• 13 min read
Open Vocabulary Segmentation
Learn how to build a zero-shot segmentation pipeline with SAM 3 and Roboflow Workflows.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.
• 7 min read
YOLO Labeling Tools
Learn how to label an object detection dataset in Roboflow, from manual bounding boxes and Auto Label to review and YOLO export.
• 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.
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