Roboflow Universe

Comparing Custom Models to Google Cloud Vision API

In this guide, we go over how to evaluate object detection models on Roboflow Universe versus Google Cloud Vision.

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

Introducing the 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

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

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.

Recap: Roboflow's 12 Days of #Shipmas

Team Roboflow decided to end 2022 strong and kick off 2023 with a bang by shipping 12 new features in 12 days. Updates were made to model-assisted labeling, model training, annotation tools, the REST API, Python SDK, and more.

Launch: YOLOv8 Models on Roboflow Universe

Pre-trained YOLOv8 models are available for testing and deployment on Roboflow Universe. Test and Deploy YOLOv8 Object Detection models in the app through the Models page.

Launch: Use Universe Models for Label Assist and Training

In this guide, learn how to use public models on Roboflow Universe to assist you with labeling and to speed up the process of building an accurate model.

Top 6 Gaming Datasets for Computer Vision Projects

Today's article will show you the top 6 gaming datasets from Roboflow Universe [https://universe.roboflow.com/browse/gaming] to help provide inspiration for using video games or real world

Top 7 Sports Datasets for Computer Vision Projects

Computer vision and image processing are used widely in sports to significantly influence athletes and team performance. Implementing computer vision techniques is a turning point in the transformation and development

Top 6 Agriculture Datasets for Computer Vision

The ability of computer vision applications to address various business challenges makes it one of the most exciting technologies available today. Computer vision use cases in agriculture [https://roboflow.com/

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

Sharing Your Computer Vision Project on Roboflow Universe

In this guide, learn how to launch your computer vision project on Roboflow Universe.

Using Object Detection to Trigger Automated Email Alerts

In this tutorial, we'll show you how to use object detection to identify specific configurations within an image to trigger email notifications. This setup demonstrates how you can easily integrate

Using Gaming Datasets for Game Automation with Computer Vision

As a child, I grew up playing Minecraft [https://www.minecraft.net/en-us], a 3D block game where the only limit is your creativity. Players navigate their 3D block world,

Open source datasets and pre-trained models for computer vision

90,000 Datasets and 7,000 Pre-trained Models Available Roboflow Universe [https://universe.roboflow.com/] launched in August 2021 with 50 open source datasets and opened our computer vision infrastructure

Cinco de Mayo, Beer and Taco Dataset with Multi-Label Classification

Happy Cinco de Mayo! In honor of the holiday, we created and trained a multi-label classification [https://universe.roboflow.com/holidays/cinco-de-mayo-beqrv/1] dataset to detect some favorite edibles used

Art Recognition with a Computer Vision Model

A semester's worth of art history is one API call away, thanks to the Wiki Art dataset and mode [https://universe.roboflow.com/art-dataset/wiki-art]l on Roboflow Universe. Computer

Identifying Chocolates With Computer Vision

It’s Valentine’s Day, and your sweetheart has given you a beautiful box of chocolates. You pick out a delicious looking bonbon, bite into it, and…it’s your

Using Computer Vision to Play Dreidel

As a brand new employee at Roboflow, I was asked to do a computer vision project. So I thought, why not combine a holiday I love so much, Chanukah, with something brand new in my life, Roboflow.

The Future of Football: AI-Assisted Coaches

Scott Bronkema is a former college football player turned software developer. As Scott started tinkering with computer vision, he discovered he can build every football coach's dream application: the automated