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glcm

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This project aim to a build system which helps in the detection of cataract and it's type with the use of Machine Learning and OpenCv algorithms with the accuracy of 96 percent.

  • Updated May 26, 2021
  • Jupyter Notebook

This is a thesis that I did to get a Bachelor's degree in Informatics at MDP University. On this repository you can use it for classification using the SVM method, SVM-GLCM, SVM-Color Moments, and SVM-GLCM-Color Moments by using multiple kernels such as linear, RBF, Polynomial, and sigmoid, some GLCM angles like 0, 45 , 90 and 135, the value of C is 0.1, 1, and 10, gamma with auto and scale values. In addition there is a script that can be used to resize automatically per folder per file that the results will be moved to the new directory. There is also a file for doing Random Split automatically per folder per file that the results will be moved to the new directory.

  • Updated Aug 5, 2020
  • Python

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