Classification

Real-Time Vision

Deploy with Roboflow

YOLOv8 Classification

An image classification model built using YOLOv8.

Overview

YOLOv8 is a state-of-the-art object detection and image segmentation model created by Ultralytics, the developers of YOLOv5. YOLOv8 has native support for image classification tasks, too. YOLOv8, launched on January 10, 2023, features:

A new backbone network;
A design that makes it easy to compare model performance with older models in the YOLO family;
A new loss function and;
A new anchor-free detection head

there are many YOLOv8 classication models released. These include:
• YOLOv8n-cls (Nano): Approximately 3.2 million parameters
• YOLOv8s-cls (Small): Approximately 11.2 million parameters
• YOLOv8m-cls (Medium): Approximately 25.9 million parameters
• YOLOv8l-cls (Large): Approximately 43.7 million parameters
• YOLOv8x-cls (Extra Large): Approximately 68.2 million parameters

Performance

Use This Model

You can run fine-tuned YOLOv8 classification models with Inference.

First, install Inference:‍


pip install inference

Retrieve your Roboflow API key and save it in an environment variable called ROBOFLOW_API_KEY:


export ROBOFLOW_API_KEY="your-api-key"

To use your model, run the following code:


import inference
model = inference.load_roboflow_model("model-name/version")
results = model.infer(image="YOUR_IMAGE.jpg")

Above, replace:

YOUR_IMAGE.jpg with the path to your image.
model_id/version with the YOLOv8 model ID and version you want to use. Learn how to retrieve your model and version ID

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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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

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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.

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