Giter VIP home page Giter VIP logo

defect_classifier's Introduction

PCB Defect Classifier Application

This application uses image processing and Deep Learning to detect and extract defects from Printed Circuit Board (PCB) images and predict their defect type. For details see the Medium post here (at ref).

See the Medium article for more details on the construction and running of this application.

Get the Application

git clone https://github.com/sean-mcclure/defect_classifier.git

Install Requirements

run pip install -r requirements.txt in your console

Add Image Files to Defect Classifier Application

test_temps
└── 000410009_temp.jpg
└── 000410009_test.jpg
└── 00041012_temp.jpg
└── 00041012_test.jpg
...
└── test_temps.json

Add Model to Application (or use the preinstalled model)

mv ../Desktop/**defect_classifier.pkl** model/

Start the Service

python api/app.py

Result

enter image description here

SUPPORT

If you need help modifying this application for your specific purposes please contact Sean McClure.

defect_classifier's People

Contributors

sean-mcclure avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.