ModelsClassification
YOLOv8 Classification
Classification
Real-Time Vision
Deploy with Roboflow

YOLOv8 Classification

An image classification model built using YOLOv8.
Ultralytics
•
GitHubGitHub
•
star
21.3k
stars
•
AGPL-3.0
license
•
Developed by
Ultralytics
•
Released
Jan 10, 2023
•
Arxiv logo markPaper

Try the Model

Use the widget below to experiment with YOLOv8 Classification. You can detect COCO classes such as people, vehicles, animals, household items.

Overview

6924adb9b6c1e30f4a046f06

YOLOv8 Classification License

YOLOv8 Classification

is licensed under a 

AGPL-3.0

license. 

Performance

Deploy a YOLOv8 Classification API

You can use Roboflow Inference to deploy a

YOLOv8 Classification

API on your hardware. You can deploy the model on CPU (i.e. Raspberry Pi, AI PCs) and GPU devices (i.e. NVIDIA Jetson, NVIDIA T4).

Below are instructions on how to deploy your own model API.

6924adb9b6c1e30f4a046f07

Label Data Automatically with YOLOv8 Classification

You can automatically label a dataset using YOLOv8 Classification with help from Autodistill, an open source package for training computer vision models. You can label a folder of images automatically with only a few lines of code. Below, see our tutorials that demonstrate how to use YOLOv8 Classification to train a computer vision model.
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YOLOv8 Classification Alternatives

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Use YOLOv8 Classification to Build Computer Vision Pipelines and Applications
Images

Data

Augmentation GuideLabeling Guide
Flask

Training

Model OverviewTrain on ColabTrain on JupyterTrain on KaggleTrain on SageMakerSee Model AlternativesView Benchmarks
Screwdriver and Wrench

Utilities

Plot PredictionsFilter PredictionsBlur PredictionsCreate A Confusion MatrixUse SAHI for Small Object Detection
Code Compare

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Convert Annotation Format

YOLOv8 uses the uses the YOLOv8 PyTorch TXT annotation format. If your annotation is in a different format, you can use Roboflow's annotation conversion tools to get your data into the right format.
Convert Data Between Formats

Architecture

YOLO

Frameworks

PyTorch

Annotation Format

YOLOv8 PyTorch TXT

Popular YOLOv8 Classification Use Cases

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YOLOv8 Classification Integrations

YOLOv8 Classification to Active Learning Data Collector

Build a computer vision workflow that connects YOLOv8 Classification to Active Learning Data Collector.

YOLOv8 Classification to Azure Sink

Build a computer vision workflow that connects YOLOv8 Classification to Azure Sink.

YOLOv8 Classification to Webhook Publish

Build a computer vision workflow that connects YOLOv8 Classification to Webhook Publish.

YOLOv8 Classification to MQTT Publisher

Build a computer vision workflow that connects YOLOv8 Classification to MQTT Publisher.

YOLOv8 Classification to SMS

Build a computer vision workflow that connects YOLOv8 Classification to SMS.

YOLOv8 Classification to S3 Upload

Build a computer vision workflow that connects YOLOv8 Classification to S3 Upload.

YOLOv8 Classification to Kafka Publish

Build a computer vision workflow that connects YOLOv8 Classification to Kafka Publish.

YOLOv8 Classification to CSV Sink

Build a computer vision workflow that connects YOLOv8 Classification to CSV Sink.

YOLOv8 Classification to Super Annotator

Build a computer vision workflow that connects YOLOv8 Classification to Super Annotator.

YOLOv8 Classification to YOLOv8 Keypoint Detection

Build a computer vision workflow that connects YOLOv8 Classification to YOLOv8 Keypoint Detection.

Roboflow Object Detection Model to YOLOv8 Classification

Build a computer vision workflow that connects Roboflow Object Detection Model to YOLOv8 Classification.

Roboflow Keypoint Detection Model to YOLOv8 Classification

Build a computer vision workflow that connects Roboflow Keypoint Detection Model to YOLOv8 Classification.

YOLOv8 Classification to Roboflow Classification Model

Build a computer vision workflow that connects YOLOv8 Classification to Roboflow Classification Model.

Roboflow Instance Segmentation Model to YOLOv8 Classification

Build a computer vision workflow that connects Roboflow Instance Segmentation Model to YOLOv8 Classification.

YOLOv7 Instance Segmentation to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv7 Instance Segmentation to YOLOv8 Classification.

YOLOv8 Classification to YOLOv5 Instance Segmentation

Build a computer vision workflow that connects YOLOv8 Classification to YOLOv5 Instance Segmentation.

YOLOv9 to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv9 to YOLOv8 Classification.

YOLO-NAS to YOLOv8 Classification

Build a computer vision workflow that connects YOLO-NAS to YOLOv8 Classification.

YOLOv8 Classification to YOLOv5

Build a computer vision workflow that connects YOLOv8 Classification to YOLOv5.

YOLOv8 Classification to Roboflow Instance Segmentation Model

Build a computer vision workflow that connects YOLOv8 Classification to Roboflow Instance Segmentation Model.

YOLOv8 to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv8 to YOLOv8 Classification.

YOLOv8 Classification to YOLO-NAS

Build a computer vision workflow that connects YOLOv8 Classification to YOLO-NAS.

YOLOv5 Instance Segmentation to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv5 Instance Segmentation to YOLOv8 Classification.

YOLOv8 Classification to YOLOv8 Instance Segmentation

Build a computer vision workflow that connects YOLOv8 Classification to YOLOv8 Instance Segmentation.

YOLOv8 Classification to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv8 Classification to YOLOv8 Classification.

YOLOv5 to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv5 to YOLOv8 Classification.

Roboflow Classification Model to YOLOv8 Classification

Build a computer vision workflow that connects Roboflow Classification Model to YOLOv8 Classification.

YOLOv8 Instance Segmentation to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv8 Instance Segmentation to YOLOv8 Classification.

YOLOv8 Classification to YOLOv8

Build a computer vision workflow that connects YOLOv8 Classification to YOLOv8.

YOLOv8 Keypoint Detection to YOLOv8 Classification

Build a computer vision workflow that connects YOLOv8 Keypoint Detection to YOLOv8 Classification.

YOLOv8 Classification to YOLOv7 Instance Segmentation

Build a computer vision workflow that connects YOLOv8 Classification to YOLOv7 Instance Segmentation.

YOLOv8 Classification to Roboflow Keypoint Detection Model

Build a computer vision workflow that connects YOLOv8 Classification to Roboflow Keypoint Detection Model.

Explore This Model on Roboflow

What is Image Classification? A Guide for Beginners
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What is Image Classification? A Guide for Beginners

Image classification is a computer vision task where labels are assigned to an image. Read this post to learn more about image classification.
Train YOLOv8 on a Custom Dataset
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What's New in YOLOv8
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This blog will help you understand object detection, image classification, and keypoint detection.
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