Giter Club home page Giter Club logo

faulty_pcb_object_detection's Introduction

The primary aim of this system is to process the image of a circuit board (PCB) so that an overlay of detected hole positions (using red markers) can be shown plus an overlay of the pre-defined positions (using green markers). A sample image (partial) is shown in Figure 1. It should be obvious by looking at the combined image if any holes are incorrect. A secondary objective is to be able to automatically produce a list of the coordinates of any small holes that are not present and the coordinates of any holes that fall more than 0.3 mm from the specified location.

Figure1

The circuit boards are around 74 mm square and the coordinates are given in units of 0.1 mm. The registration should be visually confirmed using an image overlay. The image must then be processed to identify the positions of the small drill holes. A second image overlay is then generated. All of the big holes should be ignored. To meet the final objective (quantitative analysis) the coordinates of the drill holes must be converted into a list format and a procedure devised to find correspondences between the coordinates and the drill holes.

This project used structuring elements for morphological processing to develop Binary image with blob detection to correclty locate drilled holes.

Figure below shows the end result with the green and red markers overlayed on the geometric transformed faulty PCB image

image

faulty_pcb_object_detection's People

Contributors

aelahi23 avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.