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finding chessboard corners doesn't work on thresholded images

I have some images like this which cv2.findchessboardcorners fails on.

image description

I thought this was a lighting issue, so I thought I'd simplify the problem by preprocessing the images with a custom thresholding scheme:

image description

However, findchessboardcorners never succeeds on images like this. Can anyone explain to me why, and perhaps offer suggestions for preprocessing to help the algorithm along?

Thanks!