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
Multiparametric Image Analysis

Documentation The documentation is available on populse_mia's website here Installation From PyPI, for users By cloning the package, for developers Fr

Populse 9 Dec 14, 2022
Make GIFs from time-stacked xarray.DataArrays (time, [optional band], y, x), dead-simple.

GeoGIF Make GIFs from time-stacked xarray.DataArrays (time, [optional band], y, x), dead-simple. from geogif import gif, dgif gif(data_array) dgif(das

Gabe Joseph 47 Dec 22, 2022
Generate your own QR Code and scan it to see the results! Never use it for malicious purposes.

QR-Code-Generator-Python Choose the name of your generated QR .png file. If it happens to open the .py file (the application), there are specific comm

1 Dec 23, 2021
An add to make adding screenshots and copied images to the scene easy

Blender Clipboard to Scene It doesn't work with version 2.93 and higher (I tested it on 2.91 and 2.83) There is an issue with importing the Pillow mod

Mohammad Mehdi Afkhami 3 Dec 29, 2021
Convert any binary data to a PNG image file and vice versa.

What is PngBin? The name PngBin comes from an image format file extension PNG (Portable Network Graphics) and the word Binary. An image produced by Pn

Nathan Young 87 Dec 22, 2022
Convert bitmap images to seeds for Tiny-83 NFT project.

What is this? This tool allows you to convert any 14p high and 22p wide Bitmap (.bmp) to the seed needed for the Tiny-83 NFT project. Project Twitter:

shib_maximalist 1 Oct 31, 2021
GPU-accelerated image processing using cupy and CUDA

napari-cupy-image-processing GPU-accelerated image processing using cupy and CUDA This napari plugin was generated with Cookiecutter using with @napar

Robert Haase 16 Oct 26, 2022
ScreenTeX is a tool that grabs all text when taking a screenshot rather than getting an image.

The ScreenTeX project By: Seanpm2001 / ScreenTeX, Et; Al. Top README.md Read this article in a different language 🌐 List of languages Sorted by: A-Z

Sean P. Myrick V19.1.7.2 3 Oct 25, 2022
MetaStalk is a tool that can be used to generate graphs from the metadata of JPEG, TIFF, and HEIC images

MetaStalk About MetaStalk is a tool that can be used to generate graphs from the metadata of JPEG, TIFF, and HEIC images, which are tested. More forma

Cyb3r Jak3 1 Jul 05, 2021
Fast Image Retrieval (FIRe) is an open source image retrieval project

Fast Image Retrieval (FIRe) is an open source image retrieval project release by Center of Image and Signal Processing Lab (CISiP Lab), Universiti Malaya. This project implements most of the major bi

CISiP Lab 39 Nov 25, 2022
A Python package implementing various HDRI / Radiance image processing algorithms.

Colour - HDRI A Python package implementing various HDRI / Radiance image processing algorithms. It is open source and freely available under the New

colour-science 111 Dec 06, 2022
将位图转为彩色矢量 svg 图片

一个将位图描摹为彩色矢量 svg 图片的程序,是一个命令行工具,使用 Python 脚本实现,运行环境 Python3.8+。 ✨ 效果 以一个字帖图片为例,这是 png 格式的位图(370KB): 这是颜

Haujet Zhao 104 Dec 30, 2022
NFT collection generator. Generates layered images

NFT collection generator Generates layered images, whole collections. Provides additional functionality. Repository includes three scripts generate.py

Gleb Gonchar 10 Nov 15, 2022
👾 Python project to help you convert any image into a pixel art.

👾 Pixel Art Generator Python project to help you convert any image into a pixel art. ⚙️ Developer's Guide Things you need to get started with this co

Atul Anand 6 Dec 14, 2022
粉專/IG圖文加工器

粉專/IG圖文加工器 介紹 給PS智障(ex:我)使用,用於產生圖文 腳本省去每次重複步驟 可載入圖片(方形,請先處理過,歡迎PR) 圖片簡易套用濾鏡 可將圖片切片 要求 Python 版本 3.9 安裝 安裝最新 python pip3 install -r requirement.txt 效果

Louis Tang 7 Aug 10, 2022
Javascript image annotation tool based on image segmentation.

JS Segment Annotator Javascript image annotation tool based on image segmentation. Label image regions with mouse. Written in vanilla Javascript, with

Kota Yamaguchi 513 Nov 15, 2022
Automatic picture transmission(APT) protocol decoder for NOAA weather satellites

Automatic picture transmission(APT) decoder Automatic picture transmission protocol is used by NOAA satellites. They constantly send a frequency modul

Jayachandra Kasarla 25 Aug 05, 2022
A python program to generate ANSI art from images and videos

ANSI Art Generator A python program that creates ASCII art (with true color support if enabled) from images and videos Dependencies The program runs u

Pratyush Kumar 12 Nov 08, 2022
Create a static HTML/CSS image gallery from a bunch of images.

gallerize Create a static HTML/CSS image gallery from a bunch of images.

Jochen Kupperschmidt 19 Aug 21, 2022
Anime2Gif - an algorithm that detects scenes in a video and generates gifs from it

Anime2Gif Anime2Gif is an algorithm that detects scenes in a video and generates gifs from it. How to use To use it, first, you'll need to install it'

1 Dec 09, 2021