--- a +++ b/Projects/FastAI/README.md @@ -0,0 +1,79 @@ +# Peter Moss Acute Myeloid & Lymphoblastic Leukemia AI Research Project +## Acute Lymphoblastic Leukemia Classifiers 2019 +### FastAI Classifiers + + + + + +# Table Of Contents + +- [Introduction](#introduction) +- [DISCLAIMER](#disclaimer) +- [Projects](#projects) +- [Contributing](#contributing) + - [Contributors](#contributors) +- [Versioning](#versioning) +- [License](#license) +- [Bugs/Issues](#bugs-issues) + + + +# Introduction +The FastAI classifier projects are a collection of projects that use computer vision programs written using FastAI to classify Acute Lymphoblastic Leukemia in unseen images. + +The idea of using FastAI for fast prototyping of models was introduced to the project by [Salvatore Raieli](https://www.leukemiaresearchassociation.ai/team/salvatore-raieli "Salvatore Raieli") who provided a Google Colab notebook that used FastAI with [Resnet50](Resnet50 "Resnet50") and **ALL_IDB2** from the [Acute Lymphoblastic Leukemia Image Database for Image Processing](https://homes.di.unimi.it/scotti/all/ "Acute Lymphoblastic Leukemia Image Database for Image Processing") dataset. + + + +# DISCLAIMER +These projects should be used for research purposes only. The purpose of the projects is to show the potential of Artificial Intelligence for medical support systems such as diagnosis systems. + +Although the classifiers are accurate and show good results both on paper and in real world testing, they are not meant to be an alternative to professional medical diagnosis. + +Developers that have contributed to this repository have experience in using Artificial Intelligence for detecting certain types of cancer. They are not a doctors, medical or cancer experts. + +Salvatore Raieli is a bioinformatician researcher and PhD in Immunology, but does not work in medical diagnosis. + +Please use these systems responsibly. + + + +# Projects + +| Project | Description | Status | Author | +| ------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------- | ------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | +| [FastAI Resnet50 Classifier](Resnet50/ALL-FastAI-Resnet-50.ipynb "FastAI Resnet50 Classifier") | A FastAI model trained using Resnet50 | Ongoing | [Salvatore Raieli](https://www.leukemiaresearchassociation.ai/team/salvatore-raieli "Salvatore Raieli") | +| [FastAI Resnet50(a) Classifier](Resnet50/ALL-FastAI-Resnet-50-a.ipynb "FastAI Resnet50(a) Classifier") | A FastAI model trained using Resnet50 | Ongoing | [Adam Milton-Barker](https://www.leukemiaresearchassociation.ai/team/adam-milton-barker "Adam Milton-Barker") | +| [FastAI Resnet34 Classifier](Resnet34/ALL-FastAI-Resnet-34.ipynb "FastAI Resnet34 Classifier") | A FastAI model trained using Resnet34 | Ongoing | [Salvatore Raieli](https://www.leukemiaresearchassociation.ai/team/salvatore-raieli "Salvatore Raieli") | +| [FastAI Resnet18 Classifier](Resnet18/ALL-FastAI-Resnet-18.ipynb "FastAI Resnet18 Classifier") | A FastAI model trained using Resnet18 | Ongoing | [Salvatore Raieli](https://www.leukemiaresearchassociation.ai/team/salvatore-raieli "Salvatore Raieli") | + + + +# Contributing + +The Peter Moss Acute Myeloid & Lymphoblastic Leukemia AI Research project encourages and welcomes code contributions, bug fixes and enhancements from the Github. + +Please read the [CONTRIBUTING](../../CONTRIBUTING.md "CONTRIBUTING") document for a full guide to forking our repositories and submitting your pull requests. You will also find information about our code of conduct on this page. + +## Contributors + +- [Salvatore Raieli](https://www.leukemiaresearchassociation.ai/team/salvatore-raieli "Salvatore Raieli") - [Asociacion De Investigation En Inteligencia Artificial Para La Leucemia Peter Moss](https://www.leukemiaresearchassociation.ai "Asociacion De Investigation En Inteligencia Artificial Para La Leucemia Peter Moss") Bioinformatics & Immunology AI R&D, Bologna, Italy + + + +# Versioning + +We use SemVer for versioning. + + + +# License + +This project is licensed under the **MIT License** - see the [LICENSE](../../LICENSE "LICENSE") file for details. + + + +# Bugs/Issues + +We use the [repo issues](../../issues "repo issues") to track bugs and general requests related to using this project. \ No newline at end of file