Fixes 500+ mislabeled MURA images

Overview

Better-MURA

In this repository, new csv files are provided that fixes 500+ mislabeled MURA x-rays for all categories. The mislabeled x-rays mainly had hardware in them. This project only fixes the false negatives for now.

Category Total negative x-rays test Wrongly classified Total negative x-rays valid Wrongly classified
Elbow 2925 65 235 4
Finger 3138 31 214 7
Forearm 1164 43 150 4
Hand 4059 15 271 3
Humerus 673 28 148 15
Shoulder 4211 241 285 12
Wrist 4072 73 364 8
Total 20242 496 1667 53

Code is provided to fix the directory names with the new labels.

Usage

  1. Download or GIT clone repository.
  2. Put MURA-v1.11 train and valid folders in this directory.
  3. python renamer.py
  4. When the program finishes the folders are now named according to the new csv files

Contribution

Help with this project will be greatly appreciated! If you see a false positive or false negative that isn't already in changed_studies.txt, it would be appreciated if you made a pull request fixing them. Right now this project focusses only on false negatives, so if someone who is qualified and is willing to help fix the false positives, you can send me a message. Together we can make MURA better :)

Owner
Pieter Zeilstra
M-CS student at University of Twente
Pieter Zeilstra
Gbs-image-colorizer - A tool to convert colorful pictures to GB Studio-compatible colorized backgrounds.

GB Studio Image Colorizer A tool to convert colorful pictures to GB Studio-compatible colorized backgrounds. Made by NalaFala/Yousurname/Y0UR-U5ERNAME

Yousurname 8 Dec 08, 2022
Image histogram remapping

Hmap An image histogram remapping script written in Python 2.7 by Anthony Kesich and Ross Goodwin. Changes source image so that source image's histogr

Ross Goodwin 199 Nov 19, 2022
Instagram-like image filters.

PyGram Instagram-like image filters. Usage First, import the client: from filters import * Instanciate a filter and apply it: f = Nashville("image.jp

Ajay Kumar Nagaraj 0 Oct 18, 2022
An esoteric visual language that takes image files as input based on a multi-tape turing machine, designed for compatibility with C.

vizh An esoteric visual language that takes image files as input based on a multi-tape turing machine, designed for compatibility with C. Overview Her

Sy Brand 228 Dec 17, 2022
A simple programme for converting url into a qr code (.png file)

QrTk A simple lightweight programme for converting url into a qr code (.png file) Pre-Requisites Before installing the programme , you need to run the

Juss Patel 4 Nov 08, 2021
Python class that generates pixel art from images

Python class that generates pixel art from images

Richard Nagyfi 1.4k Dec 29, 2022
Qt based ebook reader

Qt based ebook reader Currently supports: pdf epub djvu fb2 mobi azw / azw3 / azw4 cbr / cbz md Contribute Paypal Bitcoin: 17jaxj26vFJNqQ2hEVerbBV5fpT

1.4k Dec 26, 2022
MaryJane is a simple MJPEG server written in Python.

MaryJane is a simple MJPEG server written in Python.

bootrino 152 Dec 13, 2022
Computer art based on joining transparent images

Computer Art There is no must in art because art is free. Introduction The following tutorial exaplains how to generate computer art based on a series

Computer Art 12 Jul 30, 2022
An async Python library to automate solving ReCAPTCHA v2 by audio using Playwright.

Playwright nonoCAPTCHA An async Python library to automate solving ReCAPTCHA v2 by audio using Playwright. Disclaimer This project is for educational

Michael Mooney 69 Dec 28, 2022
Fixed Version Of Blender Low Poly Rock Generator For Blender 3.0.0

Blender (3.0.0) - Low Poly Rock Generator This is an addon for Blender 3.0.0 to generate low poly rocks. It was based on an addon that unfortunately h

3 Mar 24, 2022
Generate different types of random avatars.

avatar-generator Generate different types of random avatars. Requirements Python3 pytorch=1.6 cv2=3.4 tqdm 1. Github-like avatars python generate_gi

Ming 11 Apr 02, 2022
Visage Differentiation is a GUI application for outlining and labeling the visages in an image.

Visage Differentiation Visage Differentiation is a GUI application for outlining and labeling the visages in an image. The main functionality is provi

Grant Randa 0 Jan 13, 2022
Python implementation of image filters (such as brightness, contrast, saturation, etc.)

PyPhotoshop Python implementation of image filters Use Python to adjust brightness and contrast, add blur, and detect edges! Follow along tutorial: ht

Kylie 87 Dec 15, 2022
Pure Python bindings for the pure C++11/OpenCL Qrack quantum computer simulator library

pyqrack Pure Python bindings for the pure C++11/OpenCL Qrack quantum computer simulator library (PyQrack is just pure Qrack.) IMPORTANT: You must buil

vm6502q 6 Jul 21, 2022
An executor that performs standard pre-processing and normalization on images.

An executor that performs standard pre-processing and normalization on images.

Jina AI 6 Jun 30, 2022
This is the official source code of FreeCAD, a free and opensource multiplatform 3D parametric modeler.

Freedom to build what you want FreeCAD is an open-source parametric 3D modeler made primarily to design real-life objects of any size. Parametric modeling allows you to easily modify your design by g

FreeCAD 12.9k Jan 07, 2023
vsketch is a Python generative art toolkit for plotters

Generative plotter art environment for Python

Antoine Beyeler 380 Dec 29, 2022
Plots the graph of a function with ASCII characters.

ASCII Graph Plotter Plots the graph of a function with ASCII characters. See the change log here. Developed by InformaticFreak (c) 2021 How to use py

InformaticFreak 2 Apr 29, 2022
image-processing exercises.

image_processing Assignment 21 Checkered Board Create a chess table using numpy and opencv. view: Color Correction Reverse black and white colors with

Benyamin Zojaji 25 Dec 15, 2022