Code Monkey home page Code Monkey logo

cansuyalcinn / skin-lesion-segmentation Goto Github PK

View Code? Open in Web Editor NEW
0.0 1.0 1.0 61.22 MB

This repository includes the Skin lesion classification project work for Computer Aided Diagnosis course in Univeristy of Girona. The project includes classical machine learning and deep learning pipelines.

Python 0.17% Jupyter Notebook 99.83%
classification computer-aided-diagnosis deep-learning ensemble-learning machine-learning transfer-learning

skin-lesion-segmentation's Introduction

Skin_lesion_segmentation

Skin lesion segmentation project by Cansu Yalcin and Alejandro Cortina, for Computer Aided Diagnosis subject at University of Girona

Please refer to Cad1_Skin_lesion_presentation.pdf for the report of the work done, for the traditional (ML) approach.

Please refer to Cad2_Skin_lesion_presentation.pdf for the report of the work done, for the DL approach.

To download the datasets, please refer to these links

data_processed (224x224 images) https://drive.google.com/file/d/16RKww87heOtNH6AIYqfrB44HV9F1yAN8/view?usp=share_link

data_processed2 (512x512 images)

To run the final ensemble inference

DL

Check notebook notebooks/deep_learning/inference_ensemble.ipynb

(Request weights directly to the authors of the repository)

ML

To make an inference test, please refer to notebooks/pipeline_test.ipynb

skin-lesion-segmentation's People

Contributors

alexcortinau avatar cansuyalcinn avatar vladzalevskyi avatar

Watchers

 avatar

Forkers

alexcortinau

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.