GithubHelp home page GithubHelp logo

anou1234 / breast-cancer-classifier Goto Github PK

View Code? Open in Web Editor NEW
3.0 1.0 0.0 3.99 MB

An AI-powered Web app to detect the presence of Invasive Ductal Carcinoma (IDC) in histopathology breast-tissue images

License: Apache License 2.0

Jupyter Notebook 85.72% CSS 10.63% HTML 1.34% JavaScript 2.31%
breast-cancer-prediction breastcancer-classification deep-learning machine-learning python html python-project-beginner css js ai

breast-cancer-classifier's Introduction

Breast-Cancer-Classifier

An AI-powered Web app to detect the presence of Invasive Ductal Carcinoma (IDC) in histopathology breast-tissue images

screencapture-127-0-0-1-5500-Breast-Cancer-Analyzer-master-index-html-2022-12-23-23_30_52

This is a web app that can detect the presence of Invasive Ductal Carcinoma (IDC),the most common subtype of breast cancer in histopathology image patches.

Can also take images as an input to detect the presence of cancer.

The current histopathology process is time consuming and small malignant areas can be missed.

This app can help speed up a pathologist's workflow and provide diagnosis support.

LINK TO THE DATASET (.png image format)

File Structure

  1. index.html : home page of website (open this page with live server on your web browser)

  2. IDC_classifier.ipynb : Jupyter NB file containing the code to create , train and test the IDC model; model F-score = 0.88

  3. jscript,css,assets: js,css and image folders

  4. idc_model_v1 : contains model.json file

breast-cancer-classifier's People

Contributors

anou1234 avatar

Stargazers

 avatar  avatar  avatar

Watchers

 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.