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

1. yolov8_pytorch_python

   1 2 53 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.

2. SaaSHub

   www.saashub.com featured

   SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

   

3. yolov8_onnx_python

   2 2 20 4.0 Python

   YOLOv8 inference using Python

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

4. ONNXRunTime.jl

   3 1 49 7.1 Julia

   Julia bindings for onnxruntime

   

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

5. yolov8_onnx_julia

   4 1 4 3.1 Julia

   YOLOv8 inference using Julia

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

6. multer

   5 21 11,688 3.8 JavaScript

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

   

   multer - Middleware for Express.js to handle file uploads

7. yolov8_onnx_nodejs

   6 1 38 3.4 JavaScript

   YOLOv8 inference using Node.js

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

8. yolov8_onnx_javascript

   7 1 28 2.7 HTML

   YOLOv8 inference using Javascript

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

9. onnxruntime_go

   8 1 225 7.2 Go

   A Go (golang) library wrapping microsoft/onnxruntime.

   

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

10. resize

    9 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)

11. onnxruntime

    10 62 15,349 9.9 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.

12. tensor

    11 2 365 4.0 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.

13. yolov8_onnx_go

    12 1 51 4.0 Go

    YOLOv8 Inference using Go

    

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

14. ort

    13 7 1,041 9.6 Rust

    Fast ML inference & training for ONNX models in Rust (by pykeio)

    

    ort - ONNX runtime library.

15. yolov8_onnx_rust

    14 1 60 5.2 Rust

    YOLOv8 inference using Rust

    

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

16. onnxruntime-php

    15 2 58 8.0 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.

17. sharp

    16 101 29,619 8.4 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

18. serde

    17 197 9,370 9.2 Rust

    Serialization framework for Rust

    

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

19. Rocket

    18 161 24,823 8.7 Rust

    A web framework for Rust.

    

    rocket - Web framework.

20. Express

    19 752 66,068 8.9 JavaScript

    Fast, unopinionated, minimalist web framework for node.

    

    express - Express.js web framework

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