How to create YOLOv8-based object detection web service using Python, Julia, Node.js, JavaScript, Go and Rust

• yolov8_pytorch_python

  2 43 4.6 HTML

  YOLOv8 inference using Ultralytics API

As a base, we will use the web service, developed in the previous article, which is available in this repository. We will just rewrite the backend of this web service on different languages. That is why it's required to read the first article before continue reading this.

• yolov8_onnx_python

  2 9 4.0 Python

  YOLOv8 inference using Python

You can find the whole project with comments in this GitHub repository.

• SurveyJS

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• ONNXRunTime.jl

  1 39 6.1 Julia

  Julia bindings for onnxruntime

ONNXRuntime - this is the Julia bindings for ONNX runtime library.

• yolov8_onnx_julia

  1 2 3.1 Julia

  YOLOv8 inference using Julia

You can find the source code of the Julia project in this repository.

• multer

  20 11,334 4.7 JavaScript

  Node.js middleware for handling `multipart/form-data`.

  

multer - Middleware for Express.js to handle file uploads

• yolov8_onnx_nodejs

  1 21 3.4 JavaScript

  YOLOv8 inference using Node.js

You can find a source code of Node.js object detector web service in this repository.

• yolov8_onnx_javascript

  1 13 2.7 HTML

  YOLOv8 inference using Javascript

You can find a source code of JavaScript object detector web service in this repository.

• WorkOS

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• onnxruntime_go

  1 111 6.8 Go

  A Go (golang) library wrapping microsoft/onnxruntime.

github.com/yalue/onnxruntime_go - ONNX runtime library bindings for Golang

• resize

  1 2,883 0.0 Go

  Discontinued Pure golang image resizing

github.com/nfnt/resize - the library to resize images. (Perhaps you can find more modern library, but I just used this one because it works properly)

• onnxruntime

  54 12,656 10.0 C++

  ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

  

Before continue, ensure that the ONNX runtime installed on your operating system, because the library that integrated to the Rust package may not work correctly. To install it, you can download the archive for your operating system from here, extract and copy contents of "lib" subfolder to the system libraries path of your operating system.

• tensor

  2 338 0.0 Go

  package tensor provides efficient and generic n-dimensional arrays in Go that are useful for machine learning and deep learning purposes

  

If you like to work with this output in a more convenient "Pythonic" way, there is a Gorgonia Tensor library that emulates features of NumPy in Go. You can use it to physically reshape the output to 84x400, then transpose to 8400x84 and then traverse detected objects by row.

• yolov8_onnx_go

  1 28 4.0 Go

  YOLOv8 Inference using Go

You can find a source code of Go object detector web service in this repository.

• ort

  7 555 9.3 Rust

  A Rust wrapper for ONNX Runtime (by pykeio)

  

ort - ONNX runtime library.

• yolov8_onnx_rust

  1 36 5.2 Rust

  YOLOv8 inference using Rust

You can find a source code of Rust object detector web service in this repository.

• onnxruntime-php

  2 29 6.9 PHP

  Run ONNX models in PHP

Also, there are unofficial bindings for other languages, like PHP. It's a great way to integrate neural networks to WordPress websites.

• sharp

  97 27,943 9.4 JavaScript

  High performance Node.js image processing, the fastest module to resize JPEG, PNG, WebP, AVIF and TIFF images. Uses the libvips library.

sharp - An image processing library

• serde

  191 8,572 9.1 Rust

  Serialization framework for Rust

  

serde,serde_derive,serde_json - Serialization library to serialize data to JSON.

• Rocket

  155 23,343 8.9 Rust

  A web framework for Rust.

  

rocket - Web framework.

• Express

  674 63,771 8.3 JavaScript

  Fast, unopinionated, minimalist web framework for node.

  

express - Express.js web framework

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