• 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
How to Build a Promptable Object Detection Project
Promptable object detection with SAM 3: detect and count objects from a text prompt, no training, then graduate to an RF-DETR model to scale.
• 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.
• 8 min read
Outsourced Data Labeling in Roboflow
Roboflow offers outsourced labeling via approved partners. Receive the custom annotations you need to train high-quality models.
• 9 min read
How to Fine-Tune RF-DETR Keypoints on Custom Data
A step-by-step guide to fine-tuning RF-DETR Keypoint on a custom basketball court dataset, from COCO pretrained inference to training, evaluation, and broadcast-video inference.
• 23 min read
Optical Character Recognition (OCR): How It Works
hat optical character recognition is, how OCR works in 5 steps, Tesseract vs EasyOCR vs PaddleOCR vs VLMs, and how to build an OCR pipeline in Roboflow.
• 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.
• 3 min read
Roboflow and Standard Bots Bring Custom Visual Intelligence to Every Robot
Roboflow and Standard Bots are announcing a partnership to enable robots to see, understand, and act with visual intelligence.
• 16 min read
YOLO Training Guide: How to Train a YOLO Model
In this guide you will learn how to train a YOLO model with Roboflow using a labeled dataset, pretrained checkpoints, hosted GPUs, and well managed infrastructure, and as well as how to use the YOLO CLI.
• 9 min read
Synthetic Image Generation in Roboflow Workflows with Stability AI
In this guide, learn how to use Roboflow to generate synthetic data with DALL-E and GPT-4 Vision for use in training vision models.
• 4 min read
Launch: RF-DETR Keypoint in Roboflow
RF-DETR Keypoint beats YOLO26-pose on accuracy and speed, learns keypoint uncertainty, and is Apache 2.0. Label, train, and deploy in Roboflow.
• 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.
• 6 min read
Workflow Caching in Self-Hosted Roboflow Inference
Learn how self-hosted inference caching works in Roboflow Workflows and how to force a deployment refresh.
• 9 min read
Off-the-Shelf vs. Custom Models for Industrial Computer Vision
SUMMARY
Use off-the-shelf models for rapid prototyping or when your task relies on detecting common, everyday objects that pre-trained models already recognize. However, to achieve the reliability required for specialized industrial production, you must deploy a custom, fine-tuned model trained specifically on your own domain'
• 6 min read
What Is an eQMS in Manufacturing?
Discover what an eQMS is and how integrating computer vision automates manufacturing quality control, from real-time defect detection to CAPA tracking.
• 13 min read
Real-Time Keypoint Detection with RF-DETR
Discover RF-DETR Keypoint, a real-time, end-to-end detection model. Outperforming YOLO26-pose, it offers self-calibrating loss & Apache 2.0 license.
• 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.
• 4 min read
Reduce Class Flickering: Introducing Track Class Lock
SUMMARY
Track Class Lock is a new Roboflow Workflow block that stops object detection labels from flickering on video (the bottle that reads "remote" for a frame, then "bottle" again) by watching each tracked object and freezing its class once the detector has voted for it
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