Case Studies

Using Computer Vision to Understand Food and Cuisines

Learn how to use computer vision to identify the cuisine associated with different foods.

Monitoring Plant Growth using Computer Vision

In this blog post we will show how computer vision can be used to monitor plant growth. We will focus on the height measurement technique.

Use Cases for Computer Vision in Analytics

Learn how to use computer vision in your data analytics pipelines.

Manufacturing to Computer Vision: Three Applications From Field Experience

In this article, we explore three applications of computer vision in the manufacturing industry, written by an expert with field experience.

Roboflow Video Inference with Custom Annotators

Performing real-time video inference is crucial for many applications like autonomous vehicles, security systems, logistics, and more. However, setting up a robust video inference pipeline can be time consuming. You

Launch: Roboflow Logistics Pre-trained Object Detection Model

Starting a machine learning model from zero is computationally expensive and time-consuming. Pre-trained models solve this by offering a jump-start: they come with learned features from extensive training on large

Comparing Computer Vision Models On Custom Data

In this guide, show how to compare how two person detection models on Roboflow Universe perform using a benchmark dataset and supervision.

How I Built a System to Test My Vacuuming Skills

In this guide, Reed shows how he built a system to test his vacuuming skills with computer vision.

Transforming the Raspberry Pi into a Squirrel Sentry with Computer Vision

In this guide, Warren shows how he built a system that detects the presence of squirrels on his property with computer vision.

Enhancing Art Education at Kunstmuseum Bern Through a Digital Companion

Learn how museums like Kunstmuseum Bern are using computer vision to offer companion information in exhibits.

Enhancing Child Safety with Computer Vision

This article was contributed to the Roboflow blog by Abirami Vina. Introduction Child safety is a priority for parents and caregivers, an issue society takes seriously. While traditional safety measures

Aerial Fire Detection with Drone Imagery and Computer Vision

In this article, Timothy Malche shows the steps he followed to build an aerial fire detection system with drone imagery and computer vision.

Using Computer Vision to Improve Railway Safety

In this guide, we show how to use computer vision to identify hazardous situations on railways for use in building safety systems.

Improving Vision Model Performance Using Roboflow & Tenyks

This is a guest post with Jose Gabriel Islas Montero (ML Engineer and Evangelist at Tenyks), and Dmitry Kazhdan (CTO & Co-Founder at Tenyks) Introduction When improving an object detection

Roboflow Computer Vision Models on Intel® 4th Generation Xeon Processors

With the rise of large language models (LLM’s), people often forget about the vast, important world of computer vision. This world is evolving at an unprecedented pace, driven by

Using Computer Vision to Clean Up San Francisco Streets

“Data is like garbage. You’d better know what you are going to do with it before you collect it.” - Mark Twain Introduction 4.5 trillion cigarettes are at

Making a Traffic Sign Snap Lens with Roboflow and Lens Studio

In this guide, we show how to make a Snap Lens that detects traffic signs and crosswalks using Roboflow and Snap Lens Studio.

Pool Table Analytics Using Object Detection

In this guide, Abirami Vina shows how to build a pool table analytics system with object detection.

Using Computer Vision for Online Exam Proctoring

This article was contributed to the Roboflow blog by Abirami Vina. Introduction Digital transformation is a common practice in various fields, including education. There has been a significant shift towards

How to Use Computer Vision to Monitor Inventory

Real-time insights extracted from video streams can drastically improve efficiency for how industries operate. One high-impact application of this is in inventory management. Whether you’re a factory manager looking

Floor Plan Analysis with Computer Vision

This article was contributed to the Roboflow blog by Abirami Vina. Introduction A floor plan is a detailed architectural drawing that represents a two-dimensional layout of a building or space

How to Reduce Dataset Size Without Losing Accuracy

We're often told that data is the backbone that drives the development of powerful and robust models.  And that's certainly true – data is the raw material

Preventing Treadmill Injuries with an Automated Stopping Mechanism

In this blog post, I walk through how I built a system to prevent treadmill injuries with a computer vision powered automated stopping mechanism.

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,

Detect and Segment Oil Spills Using Computer Vision

The article below was contributed by Timothy Malche, an assistant professor in the Department of Computer Applications at Manipal University Jaipur. Introduction An oil spill in the sea is a