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PolyFit to fit a curve through an Image

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Hello,

 

I have a grayscale image that needs to be analysed. You can think of a banana horizontally, banana is brighter, background is almost black. The curvature of the banana should be calculated.

I thresholded it to get binary. Cropped the sides away so that the edges of the image start within the outer parts of the banana. I mulitplied the binary values so that each value in the array represent the row number. So I get a dataset/cloud through which i could do a PolyFit.

 

The problem is: The dark areas below the threshold are zero, thus a large number of the dataset is interpreted as a line on the x-Axis, which changes the expected result of the polyfit.

 

What can I do, to only fit through the actual datapoints?


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