|
a |
|
b/Projects/Keras/README.md |
|
|
1 |
# Peter Moss Acute Myeloid & Lymphoblastic Leukemia AI Research Project |
|
|
2 |
## Acute Lymphoblastic Leukemia Classifiers 2019 |
|
|
3 |
### Keras Classifiers |
|
|
4 |
|
|
|
5 |
 |
|
|
6 |
|
|
|
7 |
|
|
|
8 |
|
|
|
9 |
# Table Of Contents |
|
|
10 |
|
|
|
11 |
- [Introduction](#introduction) |
|
|
12 |
- [DISCLAIMER](#disclaimer) |
|
|
13 |
- [Projects](#projects) |
|
|
14 |
- [Contributing](#contributing) |
|
|
15 |
- [Contributors](#contributors) |
|
|
16 |
- [Student Contributors](#student-contributors) |
|
|
17 |
- [Versioning](#versioning) |
|
|
18 |
- [License](#license) |
|
|
19 |
- [Bugs/Issues](#bugs-issues) |
|
|
20 |
|
|
|
21 |
|
|
|
22 |
|
|
|
23 |
# Introduction |
|
|
24 |
The Keras classifiers are a collection of projects that use computer vision written in Python using Keras to classify Acute Lymphoblastic Leukemia in unseen images. |
|
|
25 |
|
|
|
26 |
|
|
|
27 |
|
|
|
28 |
# DISCLAIMER |
|
|
29 |
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. |
|
|
30 |
|
|
|
31 |
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. |
|
|
32 |
|
|
|
33 |
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. |
|
|
34 |
|
|
|
35 |
Dr Amita Kapoor is Associate Professor at SRCASW, University of Delhi, and teaches Neural Networks, Artificial Intelligence, Operating system, Embedded system, Computer Communication and Networking. |
|
|
36 |
|
|
|
37 |
Please use these systems responsibly. |
|
|
38 |
|
|
|
39 |
|
|
|
40 |
|
|
|
41 |
# Projects |
|
|
42 |
|
|
|
43 |
| Dataset | Project | Description | Status | Author | |
|
|
44 |
| -------- | --------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | |
|
|
45 |
| ALL_IDB2 | [QuantisedCode](QuantisedCode/QuantisedCode.ipynb "QuantisedCode") | A model trained to detect ALL using Keras with Tensorflow Backend, [Paper 1](https://airccj.org/CSCP/vol7/csit77505.pdf "Paper 1") and the original [Dataset 2](https://homes.di.unimi.it/scotti/all/#datasets "Dataset 2"). | Complete | [Dr Amita Kapoor](https://www.leukemiaresearchassociation.ai/team/amita-kapoor "Dr Amita Kapoor") & [Taru Jain](https://www.leukemiaresearchassociation.ai/student-program/student/taru-jain "Taru Jain") | |
|
|
46 |
| ALL_IDB1 | [AllCNN](AllCNN/Paper_1/ALL_IDB1/Non_Augmented/AllCNN.ipynb "AllCNN") | A model trained to detect ALL using Keras with Tensorflow Backend, [Paper 1](https://airccj.org/CSCP/vol7/csit77505.pdf "Paper 1") and the original [Dataset 1](https://homes.di.unimi.it/scotti/all/#datasets "Dataset 1"). | Complete | [Adam Milton-Barker](https://www.leukemiaresearchassociation.ai/team/adam-milton-barker "Adam Milton-Barker") | | |
|
|
47 |
| ALL_IDB2 | [AllCNN](AllCNN/Paper_1/ALL_IDB2/Non_Augmented/AllCNN.ipynb "AllCNN") | A model trained to detect ALL using Keras with Tensorflow Backend, [Paper 1](https://airccj.org/CSCP/vol7/csit77505.pdf "Paper 1") and the original [Dataset 2](https://homes.di.unimi.it/scotti/all/#datasets "Dataset 2"). | Complete | [Adam Milton-Barker](https://www.leukemiaresearchassociation.ai/team/adam-milton-barker "Adam Milton-Barker") |
|
|
48 |
|
|
|
49 |
|
|
|
50 |
|
|
|
51 |
# Contributing |
|
|
52 |
|
|
|
53 |
The Peter Moss Acute Myeloid & Lymphoblastic Leukemia AI Research project encourages and welcomes code contributions, bug fixes and enhancements from the Github. |
|
|
54 |
|
|
|
55 |
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. |
|
|
56 |
|
|
|
57 |
## Contributors |
|
|
58 |
|
|
|
59 |
- [Adam Milton-Barker](https://www.leukemiaresearchassociation.ai/team/adam-milton-barker "Adam Milton-Barker") - [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") President & Lead Developer, Sabadell, Spain |
|
|
60 |
|
|
|
61 |
- [Dr Amita Kapoor](https://www.leukemiaresearchassociation.ai/team/amita-kapoor "Dr Amita Kapoor") - [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") Student Program Team / R&D, Delhi, India |
|
|
62 |
|
|
|
63 |
## Students Contributors |
|
|
64 |
|
|
|
65 |
- [Taru Jain](https://www.leukemiaresearchassociation.ai/student-program/student/taru-jain "Taru Jain") - [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") Student Program, Delhi, India |
|
|
66 |
|
|
|
67 |
|
|
|
68 |
|
|
|
69 |
# Versioning |
|
|
70 |
|
|
|
71 |
We use SemVer for versioning. For the versions available. |
|
|
72 |
|
|
|
73 |
|
|
|
74 |
|
|
|
75 |
# License |
|
|
76 |
|
|
|
77 |
This project is licensed under the **MIT License** - see the [LICENSE](../../LICENSE "LICENSE") file for details. |
|
|
78 |
|
|
|
79 |
|
|
|
80 |
|
|
|
81 |
# Bugs/Issues |
|
|
82 |
|
|
|
83 |
We use the [repo issues](../../issues "repo issues") to track bugs and general requests related to using this project. |