ChessboardDetect
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Calculate normal gradients for pixels along a hough line
Ala http://mathinsight.org/directional_derivative_gradient_examples
Use the amplitude of normal gradient values same as in https://github.com/Elucidation/tensorflow_chessbot/blob/master/tensorflow_compvision.ipynb