Model Deployment

16 Aug 2023 • 5 min read

Open Source Computer Vision Deployment with Roboflow Inference

We are open sourcing the Roboflow Inference Server: our battle-hardened solution for using and deploying computer vision models in production. Learn more in this guide.

15 Aug 2023 • 5 min read

Ultimate Guide to Converting Bounding Boxes, Masks and Polygons

In this guide, we show how to convert bounding boxes (xyxy), masks, and polygons.

9 Aug 2023 • 6 min read

What is EfficientNet? The Ultimate Guide.

In this guide, we discuss what EfficientNet is, how it works, and how the compound scaling method is used in the model.

28 Jul 2023 • 10 min read

How to Use Computer Vision for Environment Monitoring

This article was contributed to the Roboflow blog by Abirami Vina. Measuring changes to our environment is an important part of understanding progress made toward a more sustainable world. Historically, measuring the world around us required time-intensive human monitoring and measurement by a small number of expert scientists. Thanks to

25 Jul 2023 • 5 min read

Detect and Segment Oil Spills Using Computer Vision

An oil spill in the sea is a devastating environmental incident that occurs when oil is released into the marine environment. Oil spills pose significant threats to marine ecosystems, wildlife, and coastal communities, and they can have long-lasting and far-reaching consequences. Due to the logistical difficulties in getting to impacted

24 Jul 2023 • 6 min read

Build a Chess Game Recorder with Computer Vision

This article was contributed to the Roboflow blog by the team at A1H1. Introduction The project of making an automated chess game recorder started after finding out that a chess set with sensors costs ~$500 USD! This price tag is not very accessible for everyday chess players or local chess

24 Jul 2023 • 7 min read

How to Deploy Computer Vision Models to Jetson Orin Nano

Learn how to dpeloy computer vision models to a Jetson Orin Nano with Roboflow.

17 Jul 2023 • 5 min read

How to Build a Semantic Image Search Engine with Supabase and OpenAI CLIP

Historically, building a robust search engine for images was difficult. One could search by features such as file name and image metadata, and use any context around an image (i.e. alt text or surrounding text if an image appears in a passage of text) to provide richer searching feature.

12 Jul 2023 • 7 min read

ChatGPT Code Interpreter for Computer Vision

In this article, we share the results of our experimentation with ChatGPT's code interpreter feature on various computer vision tasks.

22 Jun 2023 • 9 min read

How to Deploy a Roboflow Model to Lens Studio

This guide demonstrates how to build a computer vision model in Roboflow and deploy the model to Lens Studio.

30 May 2023 • 5 min read

How to Deploy YOLOv8 Using Intel's OpenVINO and Amazon SageMaker

Learn how to deploy an Ultralytics yOLOv8 model using OpenVINO and AWS SageMaker.

18 May 2023 • 8 min read

Automated Computer Vision Inspection of Physical Pipelines

In this guide, we show how to identify various types of pipeline defects using computer vision.

17 May 2023 • 7 min read

Not All mAPs are Equal and How to Test Model Robustness

Learn how to stress-test the robustness of computer vision models.

12 May 2023 • 6 min read

What is ImageBind? A Deep Dive

In this guide, we dive deep into Meta Research's new ImageBind model. We discuss what the model is, how it works, and its real-world applications.

8 Mar 2023 • 4 min read

How to Code Non-Maximum Suppression (NMS) in Plain NumPy

Double Detection in Computer Vision If you’ve been working with object detection long enough, you’ve undoubtedly encountered the problem of double detection. For some reason, the model detects the same object multiple times on the same image. This is particularly inconvenient if you want to build more advanced

3 Feb 2023 • 6 min read

Deploy Models from Roboflow with the Luxonis DepthAI SDK

The new Luxonis DepthAI SDK Roboflow Integration gives users the option to deploy Roboflow models to OAK devices with more functionality and out-of-the-box options for customization of inferences.

19 Jan 2023 • 8 min read

How to Deploy a YOLOv8 Model to a Raspberry Pi

In this article, you'll learn how to deploy a YOLOv8 model onto a Raspberry Pi.

15 Dec 2022 • 7 min read

Computer Vision Assisted Structural Damage Inspection Using Drones

In this post, Timothy Malche walks through how to inspect structural damage with computer vision and drones.

9 Dec 2022 • 4 min read

Track Football Players with Computer Vision

In this post, we use a YOLOv5 detection model and state-of-the-art tracker ByteTRACK to track football players.

18 Nov 2022 • 5 min read

Using Computer Vision to Save Sea Lions

What is causing the sea lion population to decrease? Is it illegal hunting? Is it shark and killer whale predation? Or maybe it’s overfishing, causing the sea lions to starve? Researchers want to determine the root cause. This article describes the use of computer vision to help the conservation

17 Nov 2022 • 4 min read

Use Docker to Deploy Computer Vision Models

💡Ready to deploy a vision model? Roboflow Inference, the server that powers millions of inferences on the Roboflow platform, is now available as an open source project. See the Quickstart to get started. When we talk about Deep Learning (DL), we often focus on new SOTA models and how they

26 Oct 2022 • 4 min read

Launch: Semantic Segmentation for Labeling, Training, Deployment

Roboflow now supports semantic segmentation projects end-to-end allowing you to use Roboflow Annotate to label data, Roboflow Train to build models, and Roboflow Deploy for inference. This release, alongside support of instance segmentation, offers users an additional image segmentation project type to build computer vision pipelines with Roboflow. What is

8 Aug 2022 • 4 min read

How to Use Object Detection to Trigger Automated Email Alerts

Learn how to trigger automated email alerts when an object detection model identifies the location of an object.

3 Aug 2022 • 4 min read

Use Raspberry Pi and Luxonis OAK to Deploy Vision Models in Robotics

Learn how to use the Raspberry Pi and Luxonis OAK to run computer vision models for robotics projects.