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Detecting rectangles in Image c#

I am trying to detect rectangular shapes in c# and with aforge.net.

The Problem is not the detection itself. It is to find a reliable algorithm to preprocess the image for detection. There is a lot of noise in the images:

original image

image processing so far

I use a SISThreshold and various dilatation and opening filters, as well as edge detection. The square between 3 and 4 is not detected. I think because of the uneven edge of the square.

Do you have a more reliable algorithm or some Tips to improve my detection?

您可以尝试使用侵蚀来消除噪音,或尝试使用BradleyLocalThresholding而不是SISThresholding。

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