how to create a vision system that can detect the crack on outer part of the pipe line and also measure the width and length of crack?

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The crack inspection is done with a vision system using webcam. The classification process has to follow the criteria given below:
The system has to inspect 3 types of crack with different dimensions. There 3 different types of crack, catastrophic crack, hair line crack (minimum 3mm width) and corrosion cracks. The vision system will capture video streaming from the webcam image and the inspection is done when crack is detected. The system must not be sensitive to colours, distance and orientation. The pipe can be gray or white.

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Preetham Manjunatha
Preetham Manjunatha 2024 年 12 月 19 日
編集済み: Preetham Manjunatha 2025 年 5 月 16 日
Here is the MATLAB Crack segmentation and Crack width, length and area estimation codes to calculate/estimate the crack area, width and length. In addition, this package assumes the crack is segmented either using morphological method or multiscale gradient-based or deep learning semantic segmentation methods. This package estimates the crack area, width and length (pixel scale can be provided to estimate these physical quantities). Lastly, the semantic segmentation and object detection metrics for the cracks can be found using Cracks binary class bounding box and segmentation metrics package.

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