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
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