Model Deployment

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.

29 Jan 2023 • 6 min read

Deploy Computer Vision Models to Raspberry Pi with Docker

To follow along with this tutorial, you will need a Raspberry Pi 4 or 400. You will need to run the 64-bit Ubuntu operating system. Roboflow supports deploying custom computer vision models to Raspberry Pi devices with a performance optimized Docker container. A Raspberry Pi is often used as an

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.

4 Aug 2022 • 4 min read

Launch: Deploy Computer Vision Models to a Raspberry Pi

Learn how to deploy computer vision models to a Raspberry Pi.

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.

1 Aug 2022 • 3 min read

How to Deploy YOLOv7 to a Jetson Nano

We'll be creating a dataset, training a YOLOv7 computer vision model, and deploying it to a Jetson Nano to perform real-time object detection.

19 Jul 2022 • 4 min read

Deploy a Computer Vision Model: A How-To Guide

Answering the question "how do I deploy a computer vision model?" can be difficult. There are so many options. Which one should you choose? How do you deploy to the option that is right for your use case? With the launch of the Roboflow Deploy feature, deploying computer

19 Jul 2022 • 2 min read

How to Use Tiling During Inference

Tiling is especially helpful and can improve accuracy for aerial images and small object detection. Like the human eye, computer vision models can have a difficult time detecting small objects from far away because it gives us less visual data to do accurate inference on. The solution is to zoom

30 Jun 2022 • 3 min read

Launch: Roboflow Native iOS SDK

Constrained bandwith? Left without the option to extend production data beyond your local network or corporate firewall? In need of real-time inference speeds on the edge? The Roboflow Mobile iOS SDK is a great option if you are developing an iOS application.

19 May 2022 • 4 min read

Launch: Roboflow OAK pip package

roboflowoak pip package lets you natively interface with your Roboflow workspace through Python scripts and deploy to an OAK device.

2 Apr 2022 • 10 min read

How to Deploy Computer Vision Models: Best Practices

In this guide, we walk through the fundamentals of deploying vision models and the questions you should evaluate when deciding how to deploy a model.

27 Sep 2021 • 2 min read

Deploying Computer Vision Models as Mircroservices

Roboflow's philosophy around MLOps revolves around treating your computer vision model as a microservice. The reasons for this are myriad; in this post we highlight the benefits of this approach and how it works in practice. Why Microservices? Separation of Concerns The primary motivation behind deploying your model

9 Sep 2021 • 3 min read

What is TensorRT?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us [https://www.youtube.com/watch?v=vZX0rcJl8o8&list=PLZCA39VpuaZZrOVZEu0x8EQqfQdUDzjM2&index=2] . What is TensorRT (in 60 Seconds or Fewer)? TensorRT [https://developer.nvidia.com/tensorrt]

6 Sep 2021 • 3 min read

How to Implement Object Tracking for Computer Vision

This post is a comprehensive guide on how to implement object tracking with your object detection model to track your custom objects

30 Aug 2021 • 1 min read

What is Amazon Rekognition?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us [https://www.youtube.com/watch?v=vZX0rcJl8o8&list=PLZCA39VpuaZZrOVZEu0x8EQqfQdUDzjM2&index=2] . What is Amazon Rekognition (in 60 Seconds or Fewer)? Amazon's Rekognition is

16 Aug 2021 • 1 min read

What is CoreML?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us [https://www.youtube.com/watch?v=vZX0rcJl8o8&list=PLZCA39VpuaZZrOVZEu0x8EQqfQdUDzjM2&index=2] . Be sure to subscribe to our channel: https://bit.ly/rf-yt-subWhat is CoreML (in

9 Aug 2021 • 1 min read

What is OpenVINO?

"ML in a Minute" is our conversational series on answering machine learning questions. Have questions you want answered? Tweet at us [https://www.youtube.com/watch?v=vZX0rcJl8o8&list=PLZCA39VpuaZZrOVZEu0x8EQqfQdUDzjM2&index=2] . What is OpenVINO (in 60 Seconds or Fewer)? OpenVINO is a machine learning framework