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Maxwelli/tennis-ball-detection

By Maxwelli · ↓ 11 · ♥ 0 · Updated 2026-03-03

What's in this repo

This page lists the files in Maxwelli/tennis-ball-detection, including best.onnx.

  • 1 ONNX models (.onnx files)
  • 4 files, including 1 .md, 1 .onnx, 1 .pt
  • Last updated 2026-03-03

ONNX files

File Size Download
best.onnx — Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

Tennis Ball Detection with YOLOv8

This repository contains a YOLOv8n model fine-tuned specifically to detect tennis balls.

Project Overview

The goal is to accurately detect and localize tennis balls in images and video streams using the YOLOv8 object detection framework.

Requirements

  • Python 3.8+
  • Ultralytics YOLOv8
  • PyTorch
  • OpenCV

Installation

Install dependencies with:

pip install ultralytics opencv-python

Usage

Detect tennis balls in an image:

yolo task=detect mode=predict model=tennisball.pt source=your_image.jpg

Detect tennis balls in video/webcam:

yolo task=detect mode=predict model=tennisball.pt source=0  # webcam

License

This project is open-source under the Apache License 2.0 License.

Model info

object-detection ultralytics
ultralytics onnx yolov8 object-detection base_model:Ultralytics/YOLOv8 base_model:quantized:Ultralytics/YOLOv8 license:apache-2.0 region:us
↓ 11 ♥ 0

Created: 2026-03-03

Updated: 2026-03-03

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Files (4)

.gitattributes
README.md
best.onnx ONNX
best.pt

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