Object Detection

Bottle Cap Inspection with Computer Vision

Learn how to use computer vision to verify the integrity of bottle caps on an assembly line.

How to Train an Ultralytics YOLOv8 Oriented Bounding Box (OBB) Model

Learn how to train a YOLOv8 Oriented Bounding Boxes model with a dataset labeled on Roboflow.

Missing Item Inspection with Computer Vision

Learn how to check if there are missing items in a batch of a product on an assembly line using computer vision.

Identify Solar Panels in Aerial Imagery with Computer Vision

Learn how to identify solar panels in aerial imagery with computer vision.

Implement Quantity Inspection with Computer Vision

In this guide, we walk through how to build a quantity inspection system with computer vision.

Occupancy Analytics with Computer Vision

Computer vision can be used to understand videos for real-time analytics and automatically gather information about complex physical environments.

How to Detect Metal Defects with Computer Vision

Learn how to detect metal defects using computer vision.

Ceramic Defect Detection with Computer Vision

Learn how to use computer vision to detect defects in ceramic material.

How to Estimate Speed with Computer Vision

In this blog post, we delve into the process of estimating vehicle speed using computer vision, covering the steps from object detection to tracking and addressing challenges like perspective distortion with OpenCV.

Comparing Specialized Models to AWS Rekognition

In this guide, we cover how to compare Amazon Rekognition, a suite of computer vision APIs, against each other.

How to Label Outdoor Surveillance Data for Computer Vision Models

In this guide, learn how to effectively label outdoor surveillance data for use in training computer vision models.

How to Label Sports Data for Computer Vision Models

In this guide, we discuss tips on how to effectively label sports data for use in training computer vision models.

What is Machine Vision Inspection?

In this guide, we discuss what machine vision inspection is and how deep learning based approaches can help you implement robust inspection processes.

How to Train a Custom Ultralytics YOLOv8 Pose Estimation Model

In this guide, we walk through how to train a custom YOLOv8 pose estimation model with your own dataset.

What is YOLOv6? The Ultimate Guide.

In this guide, we discuss what YOLOv6 is, how the model works, and the architectural improvements made in YOLOv6 over its predecessors.

What is YOLOv4? A Detailed Breakdown.

In this guide, we discuss what YOLOv4 is, the architecture of YOLOv4, and how the model performs.

What is YOLOv7? A Complete Guide.

In this guide, we discuss what YOLOv7 is, how the model works, and the novel model architecture changes in YOLOv7.

Detecting Complex and Amorphous Features of Marine Sponges

In this post, Andy Portalatin describes work done for his master's thesis toward detecting complex and amorphous features of marine sponges.

How to Detect Brand Logos in Videos

Learn how to detect brand logos in Roboflow with a custom-trained object detection model that you can run on videos.

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.

How to Detect Objects with YOLOv8

Learn how to detect objects with YOLOv8 using pre-trained and custom-trained object detection models.

Automatically Label Product SKUs with Autodistill

In this guide, we show how to automatically label product SKUs (with a manual review stage) using Autodistill.

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

What is Object Recognition?

In this guide, we discuss what object recognition is, how it works, and how to start using object recognition to solve problems.

What is Zero-Shot Object Detection?

Learn what zero-shot object detection is, applications for zero-shot object detection, and how to get started with Grounding DINO, a zero-shot model.