YOLOv8

13 Dec 2024 • 6 min read

Putting the New M4 Macs to the Test

Apple's new M4 chips deliver massive performance gains in computer vision, with up to 3x the speed of the M1 Max. Benchmarks using Roboflow's tools highlight the M4's dominance in real-time object detection and segmentation, driven by SME hardware enhancements. The future of AI just got faster!

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.

17 Jul 2024 • 8 min read

What is YOLO? The Ultimate Guide [2024]

Learn about the history of the YOLO family of objec tdetection models, extensively used across a wide range of object detection tasks.

6 Feb 2024 • 7 min read

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.

10 Jan 2024 • 8 min read

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.

4 Jan 2024 • 7 min read

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.

4 Jan 2024 • 11 min read

What is YOLOv4? A Detailed Breakdown.

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

30 May 2023 • 6 min read

How to Train an Ultralytics YOLOv8 Classification Model

In this guide, we walk through how to train a classification model using YOLOv8 and a dataset hosted on Roboflow.

26 May 2023 • 5 min read

How to Train YOLOv8 Instance Segmentation on a Custom Dataset

Learn how to train a YOLOv8 instance segmentation model on a custom dataset.

1 Feb 2023 • 4 min read

Track and Count Objects Using YOLOv8

Counting moving objects is one of the most popular use cases in computer vision. It is used, among other things, in traffic analysis and as part of the automation of manufacturing processes. That is why understanding how to do it well is crucial for any CV engineer.

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.

10 Jan 2023 • 9 min read

How to Train YOLOv8 Object Detection on a Custom Dataset

In this article, we walk through how to train a YOLOv8 object detection model using a custom dataset.

2 Aug 2021 • 6 min read

How to Train YOLOX On a Custom Dataset

The YOLO family continues to grow with the next model: YOLOX. In this post, we will walk through how you can train YOLOX to recognize object detection data for your custom use case.

21 May 2020 • 9 min read

How to Train YOLOv4 on a Custom Dataset

Learn how to train a YOLOv4 model on a custom dataset.

13 May 2020 • 7 min read

Data Augmentation in YOLOv4

Learn how data augmentation is used in training YOLOv4 computer vision models.