• 8 min read
High-Precision OCR for Medical Device Labeling with RF-DETR and Gemini 2.5 Flash
Learn how to build a two-stage Vision Agent using RF-DETR and Gemini 2.5 Flash for medical device labeling.
• 5 min read
What Is An Annotation Group?
An annotation group is the category covering all classes in a dataset. Learn how it shares labels across Roboflow projects and how to name it.
• 4 min read
What Is Depth Estimation in Computer Vision?
Depth estimation predicts how far away each pixel in an image is from the camera. Learn how it works, key models, and how to use it today.
• 6 min read
Using Videos as Training Data
Turn video files into training data. Learn how to extract frames, set sampling rates, and use Roboflow to speed up computer vision labeling.
• 10 min read
Best Practices for Training YOLO
Maximize your YOLO model's real-world performance with Roboflow. Learn best practices for data quality, annotation, preprocessing and active learning.
• 7 min read
Upgrading Lean Six Sigma with AI
Discover how Lean Six Sigma reduces waste and defects. Learn how integrating the DMAIC framework with computer vision AI automates the Measure and Analyze phases.
• 4 min read
How to Run Jupyter Notebooks on an Apple M1 Mac
Learn how to run Jupyter Notebooks on Apple M1 Macbooks.
• 18 min read
How to Use Roboflow for Video-Heavy Pipelines
Learn to build high-throughput video pipelines with ByteTrack, Time-in-Zone logic, and Roboflow Workflows for cloud or edge.
• 11 min read
Run SAM 3 Weights Locally
Use SAM 3 model weights through Roboflow Inference to run segmentation on your local device without setup complexity.
• 14 min read
A Complete Guide to Instance Segmentation
We are excited to release support for instance segmentation projects on Roboflow. In this guide, you will learn the key concepts and practical tools behind instance segmentation
• 4 min read
How to Create a TFRecord File for Computer Vision and Object Detection
How to create a TFRecord file for object detection: what it is, when you need it, and how to export one from a labeled dataset in Roboflow.
• 5 min read
Revolutionizing Conidia Counting with Roboflow
Learn how to build an automated microscopy pipeline using Roboflow and Lovable to digitize quality control and scale lab throughput.
• 7 min read
What Is CVAT (Computer Vision Annotation Tool)?
Learn how to annotate images in CVAT, an open-source, web-based tool for labeling data for object detection, segmentation, classification, and other tasks.
• 16 min read
DeepSeek Vision Models
Learn about DeepSeek’s vision-capable models, and how to use DeepSeek-VL2 with Roboflow Supervision to build advanced vision-language applications.
• 4 min read
How Flip Augmentation Improves Model Performance
How flip augmentation improves model performance, when horizontal or vertical flips help, when to avoid them, and how to apply flips in Roboflow.
• 14 min read
How to Deploy Computer Vision
In this definitive guide, we break down the decisions required to build a production-grade vision system.
• 6 min read
Automate Camera Quality Monitoring
Learn how to use Roboflow’s new Camera Focus block and Deployment Manager to detect blurry feeds and automate maintenance alerts in real-time.
• 7 min read
Turning Any Screen Into a Touchless Display with Egocentric Hand Keypoint Detection
In this guide, we’re moving beyond the glass to build a first-person interaction system. Using Roboflow Inference 1.0, RF-DETR Nano, and MediaPipe, you’ll learn how to anchor a gesture space to a physical screen and translate hand landmarks into OS-level commands like zooming and scrolling.
• 4 min read
What Are Anchor Boxes in Object Detection?
Learn what anchor boxes are, and why they are used in object detection.
• 6 min read
How to Improve First Pass Yield
Learn how to improve First Pass Yield. Build a visual intelligence pipeline to automate defect detection using Roboflow.
• 4 min read
Detect Solar Panel Failure with SAM 3
Learn how to use Roboflow Workflows and SAM 3 to segment snow-covered solar panels and automate maintenance alerts in real-time.
• 25 min read
Gemini 3 Guide: Master Google’s Deep Think Model in Roboflow
Explore Gemini 3’s native multimodality and Deep Think reasoning. Learn how to deploy Gemini 3.1 Pro for object detection, OCR, and VQA using Roboflow Workflows and Playground.
• 5 min read
Which is the Best Coding Agent for Vision tasks?
SUMMARY
This benchmark pits four coding agents (Claude Code with Opus 4.6, Cursor with Composer 2, Gemini CLI with Gemini 3.1 Pro, and Codex with GPT 5.4) against five computer vision tasks including bird counting with SAM 3, car counting in video and RTSP streams, avocado detection,
• 4 min read
LabelImg for Labeling Object Detection Data
How to use LabelImg to label object detection data, labeling best practices, and a faster path to a trained model with Roboflow.
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