• 12 min read
Fastest Object Detection Models in 2026
Compare the fastest object detection models. Learn how to test models in Roboflow Workflows and use local Inference profiling to choose the best model for your data.
• 3 min read
Roboflow and Standard Bots Partner to 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.
• 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.
• 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'
• 4 min read
What Is YOLO27?
YOLO27 brings 3D perception to YOLO with YOLO-Depth and YOLO-StereoDepth.
• 12 min read
Train a Computer Vision Model with Roboflow Train
Discover how Roboflow Train automates computer vision model training. Eliminate infrastructure setup, leverage NAS, and deploy to production.
• 9 min read
How to Create a Synthetic Dataset for Computer Vision
Accelerate computer vision model development by generating synthetic images. Learn to build an automated Stability AI pipeline in Roboflow.
• 5 min read
What Is YOLO-StereoDepth?
YOLO-StereoDepth brings stereo depth for robotics to the YOLO family in September 2026. See what we know and how to read metric depth today.
• 4 min read
What Is YOLO-Anomaly?
YOLO-Anomaly brings purpose-built anomaly detection for manufacturing QA. See what to expect.
• 7 min read
The Best Free Computer Vision Models
The best free computer vision models, compared by task, speed, and license.
• 4 min read
What Is YOLO-VLM?
YOLO-VLM pairs a lightweight YOLO front-end with a deeper LLM layer for efficient vision-language pipelines.
• 4 min read
Roboflow MCP: Build Vision Apps with Claude, Codex, and More
The new Roboflow MCP Server connects Claude, Codex, and other AI agents to Roboflow so they can label visual data, train custom models, and build deployable vision pipelines.
• 8 min read
Download Pretrained YOLO Weights
Pretrained YOLO weights give your model a head start by initializing from COCO, a benchmark dataset of 80 real-world object categories. This guide covers what pretrained weights are, how Roboflow uses them for custom training, and how to get started.
• 11 min read
What is Mean Average Precision (mAP) in Object Detection?
What is mean average precision? How do we calculate mAP?
• 13 min read
How to Train a YOLO26 Oriented Bounding Box (OBB) Model
Learn how to train a YOLO26 Oriented Bounding Boxes model with a dataset labeled on Roboflow.
• 5 min read
Neural Architecture Search: Train the best vision model for your data
Balancing inference speed and accuracy just got easier. Learn how Neural Architecture Search evaluates thousands of configurations simultaneously to deliver the highest-performing model for your target hardware.
• 15 min read
Best Pose Estimation Models
Pose estimation is transforming how we understand human movement, powering everything from fitness tracking and sports analytics to healthcare rehabilitation. This guide explores the best pose estimation models, and shows how to deploy them efficiently across mobile, edge, and cloud environments.
• 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.
• 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.
• 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.
• 18 min read
Training a TensorFlow Faster R-CNN Object Detection Model on a Custom Dataset
Train a Faster R-CNN style detector on a custom dataset in your browser: no GPU, no code. Label, train RF-DETR, and deploy from cloud to edge.
• 4 min read
The Importance of Blur as an Image Augmentation Technique
Learn about the efficacy of blur as an image augmentation step in computer vision model training.
• 7 min read
How to Train YOLOv4 on a Custom Dataset
Want to train YOLOv4? Train a custom object detector without Darknet, a config file, or a GPU: Learn how with Roboflow.
• 10 min read
How to Train an EfficientDet Object Detection Model with a Custom Dataset
Learn how to train an EfficientDet object detection model with a custom dataset.
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