Microstructure Quantification Tool - MQT

バージョン 1.0.3 (5.75 MB) 作成者: Kevin Przepiora
Interactive tool to segment and quantify properties of particle structures, combining fast algorithms with convenient ways of manual editing
ダウンロード: 15
更新 2024/1/19

Microstructure Quantification Tool - MQT

This tool is designed to quantify properties of particle in matrix microstructures. It combines automatic detection algorithms with convenient ways of manual editing to provide fast and accurate image characterizations. Each button, slider and field visible in the app can be hovered over with the mouse to get brief description of their function. For more detailed information, you can consult the different tabs of the Help page in the application itself.

The following infographic depicts an exemplary workflow and quantifyable properties of an image with this tool:

Motivation and Goal

This tool was developed during my PhD-thesis to treat low-contrast images of phase separation microstructures in glass. The primary challenge with such images is that common thresholding or detection algorithms struggle to interpret the entire microstructure, even when the preprocessing steps and parameters of the detection algorithms are carefully chosen. Since the machine interpretation cannot grasp all the nuanced features of low-contrast microstructures, manual adjustments based on human judgment and experience are still necessary for accurate quantification.

Thus, this tool aims not to introduce new or advanced algorithms compared to existing software but to combine an easy-to-understand user interface with simple and fast detection algorithms that can be conveniently supplemented with direct manual edits based on human judgment. Consequently, providing a faster way to extract information from low-contrast images. Furthermore, the tool allows the calculation of various microstructural features, and the results can be easily exported as images or to the clipboard for use in Excel or similar software.

Installation Instructions

There are two different installation methods available by using the corresponding installation files:

  • MicrostructureQuantificationTool.mlappinstall to integrate the tool into MATLAB, it will then be available under the apps tab in MATLAB. Requires an active MATLAB installation and license with the image processing toolbox
  • MQTInstaller_web is the standalone version and can be used without an active MATLAB installation or license. Its an executable file that will download roughly 2GB of libraries to install the tool. Afterwards, it can be used as a standalone application.

A third method to access the tool is via MATLAB online by clicking the following badge : Open in MATLAB Online
To use the tool in the online version of MATLAB, load the MQT repository and double-click the MicrostructureQuantificationTool.mlappinstall file. Afterwards, the tool is available under the "apps" tab in MATLAB online.

引用

Kevin Przepiora (2024). Microstructure Quantification Tool - MQT (https://github.com/Morgenss/MQT), GitHub. 取得済み .

MATLAB リリースの互換性
作成: R2023b
R2022b 以降のリリースと互換性あり
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GitHub の既定のブランチを使用するバージョンはダウンロードできません

バージョン 公開済み リリース ノート
1.0.3

Compatibility tested and reduced to R2022b and later

1.0.2

Included MATLAB online badge and fixed the access to the images hosted on GitHub in the README

1.0.1

Temporary description fix for bugged images

1.0.0

この GitHub アドオンでの問題を表示または報告するには、GitHub リポジトリにアクセスしてください。
この GitHub アドオンでの問題を表示または報告するには、GitHub リポジトリにアクセスしてください。