• 9 min read
How to Auto-Label Image Data with Gemini 3.7 in Roboflow
Roboflow Auto Label runs Gemini 3.7 across the batch and returns bounding boxes for the classes you define.
Blog
Mostafa Ibrahim
Latest Posts by Mostafa Ibrahim
• 7 min read
Robotics Perception Stacks: How Robots Understand Their Environment
Learn how robotics perception stacks combine cameras, sensors, computer vision models, tracking, and sensor fusion to help robots understand and interact with their environment.
• 10 min read
How to Verify Torque Marks with Computer Vision
Learn how to verify torque marks with computer vision using RF-DETR and a Vision-Language Model.
• 6 min read
Machine Vision Lighting
Learn how to fix glare, sunlight, and hardware drift with the right lighting setup before retraining.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.
• 10 min read
Retail Object Detection with RF-DETR
Train a model to detect empty shelf spaces and automate restocking decisions.
• 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.
• 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.
• 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.
• 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.
• 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.
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