Roboflow Deploy

19 Dec 2024 • 3 min read

Automate Game Scorekeeping with Vision AI

Introduction Cornhole is a game I like to play with my family during summer get-togethers. However, it can be hard to keep track of the score, leading to arguments and, occasionally, long-term family feuds.  By creating a computer vision model to keep track of the score, I’m hoping to

13 Dec 2024 • 3 min read

Launch: Dedicated Deployments

When you deploy a computer vision model, you may want to have a dedicated server, or several servers, to which you can route requests to your vision model. This is ideal for workflows where you are processing images from a client (i.e. a web application), recorded videos, and more.

12 Dec 2024 • 4 min read

Count Objects on a Conveyor Belt Using Computer Vision

In many manufacturing environments, conveyor belts are used for transporting objects, especially small components such as bolts, nuts, or other fasteners through various stages of production. Being able to reliably count these objects in real-time improves inventory management, quality assurance, and overall efficiency. Introduction In this guide, we’ll walk

22 Oct 2024 • 10 min read

How to Use Your GPU in a Docker Container

Learn how to use your GPU in a Docker container and measure upir application's performance.

3 Sep 2024 • 3 min read

How to Draw a Bounding Box with Python

In this post, we discuss how to use the Roboflow supervision library to draw and fill a bounding box in Python.

21 Aug 2024 • 7 min read

What is ByteTrack? A Deep Dive.

Introduction Detecting and tracking multiple objects in a video in real-time can be tricky. Luckily, the computer vision community has developed object-tracking algorithms to tackle this task over the years. These algorithms aim to identify and follow objects as they move through a video. A great example of these algorithms

19 Aug 2024 • 13 min read

How to Map User Inputs in Video Games with Computer Vision

Gaming is one of the most popular pastimes in the world, offering exciting experiences and endless entertainment from the comfort of your home.  Using computer vision, we are able to analyze our inputs that otherwise would be difficult to track. For example, you could use computer vision to build an

14 Aug 2024 • 7 min read

How to Build a Reading Assistant with AI

Readers can face trouble when encountering new, unfamiliar words. With advancements in computer vision, we can develop innovative solutions that can aid readers in overcoming these hurdles. 0:00 /0:05 1× In this article, we cover how to use object detection and optical character recognition (OCR) models to create

12 Aug 2024 • 5 min read

How to Deploy Hugging Face Models with Roboflow

Hugging Face is an online community with AI models available for download. You can deploy select computer vision models hosted on Hugging Face with Roboflow Inference, a high-performance inference server for computer vision applications. This guide will show you how you can download models from Hugging Face and deploy them

6 Aug 2024 • 7 min read

Ball Tracking in Sports with Computer Vision

Ball tracking is crucial for AI systems to analyze sports effectively, but it's challenging due to factors like the ball's small size, high velocity, complex backgrounds, similar-looking objects, and varying lighting. This tutorial will teach you how to overcome these challenges.

5 Jul 2024 • 5 min read

How to Use GPT-4 To Extract Handwritten Text from Images

This guide walks you through the process of building, training, and deploying a custom computer vision workflow using OpenAI and Roboflow. The process is broken down into three steps: * Building the model * Connecting the model to a Workflow * Writing code to get the outputs 0:00 /0:07 1× Through

28 Jun 2024 • 19 min read

How to Monitor Productivity with Eye Tracking

Focusing is hard. In recent years, the amount of distractions available to us has been increasing, and we often lose track of how much we are distracted. To help myself stay engaged, I created a project that accurately tracks how many times I'm distracted in a certain period

8 May 2024 • 14 min read

Predicting the Optimal Connect 4 Move with Computer Vision

In this blog post, our goal is to explore the intersection of computer vision and game theory through the lens of a familiar classic: Connect 4. We'll be crafting an application that uses computer vision to recognize Connect 4 pieces on the board and employs the minimax algorithm

3 Apr 2024 • 7 min read

Deploy and Monitor Computer Vision Models in Any Cloud with Roboflow and SkyPilot

Learn how to deploy computer vision models in any cloud using Roboflow and Skypilot.

1 Apr 2024 • 3 min read

How to Use OCR on Videos

In this guide, we cover the process of how to use OCR on videos together with computer vision to solve real-world problems.

26 Mar 2024 • 8 min read

Build a Gesture-Based Light Controller with Computer Vision

Learn how to build a gesture-based light controler using computer vision

5 Mar 2024 • 6 min read

First Impressions with the Claude 3 Opus Vision API

The Roboflow team ran several computer vision tests using the Claude 3 Opus Vision API. Read our results.

28 Feb 2024 • 9 min read

Build an Image Search Engine with CLIP using Intel Gaudi2 HPUs

Learn how to use the Intel Gaudi2 chip to build an image search engine with CLIP embeddings.

22 Feb 2024 • 6 min read

Launch: Train and Deploy YOLO-NAS Models on Roboflow

Learn how to train a YOLO-NAS model on Roboflow and host the model on your own hardware.

20 Feb 2024 • 4 min read

Broadcast Computer Vision Predictions with Apache Kafka

Learn how to broadcast predictions from a computer vision model to an Apache Kafka receiver.

19 Feb 2024 • 4 min read

How to Broadcast Computer Vision Predictions Over MQTT

Learn how to broadcast computer vision predictions over the MQTT protocol.

15 Feb 2024 • 5 min read

Run Computer Vision Models on a RTSP Stream on a NVIDIA Jetson Orin Nano

The Roboflow Inference Pipeline is a drop-in replacement for the Hosted Inference API that can be deployed on your own hardware. The Inference Pipeline interface is made for streaming and is likely the best route to go for real time use cases. It is an asynchronous interface that can consume

6 Feb 2024 • 4 min read

Use an Image Classification API to Classify Images

Learn how to use the CLIP-powered Roboflow image classification API to assign labels to images.

6 Feb 2024 • 4 min read

​​How to Use a Product Recognition API

Learn how to use the Roboflow product recognition API to identify the presence or absence of products on a retail shelf.