Giter VIP home page Giter VIP logo

brain_tumor_detection's Introduction

Detecting Tumours in MRI Brain Images

This is a source code for classifying MRI scans of brain images if it has a tumour, and segmenting out the tumour if any exists.

Files

  1. tumour_detection.mlx : Main Interface of programme
  2. classification.mlx : Experiment with different values for training tree
  3. Script files (.m) : Functions used in the programme
  4. Excel files (.xlsx) : Values calculated using feature extraction to train classification model

Dependencies

  1. Image Processing Toolbox
  2. Fuzzy Logic Toolbox

Usage

  1. Main Interface is in the file tumour_detection.mlx. For a cleaner interface, hide the code. Only the output will be shown.
  2. Change the path to the input image in line 1 of the file.
  3. To allow the script to find thresholds or other parameters automatically, each of the parameters MUST be set to the following values:
    • threshold for skull stripping must be set to 0
    • levels for Otsu's thresholding must be set to 1
    • percentage for Watershed Algorithm must be set to 0 The recommended number of clusters for Fuzzy C-Means Algorithm is 4.
  4. Run the script.
  5. If any of the results of skull stripping, Otsu's thresholding, Fuzzy C-Means algorithm and Watershed algorithm is not satisfactory, use the slider to change the parameters to perhaps get a better results.

Contributors

Amber Song Xin Ying (29612330) - Morphological Operations, Feature Extraction & Classification Ho Yuan Ai (29566061) - Segmentation (Otsu, Fuzzy C-Means & Watershed) & Combination of results Liow Gian Hao (30666910) - Pre-processing, Skull stripping

Special Thanks

Dr. Anuja and Ms. Najini for their supervision and help throughout the project.

brain_tumor_detection's People

Watchers

Mikey Hao 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.