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Abstract: In the process of EPB shield tunneling, muck is a window to prob the soil condition just ahead of the tunnel face and engineers can keep abreast of the change of geologic condition accordingly. This paper presents a method for automated detection of muck types based on the images extracted from the on-site surveillance camera using deep learning algorithms. A practical muck classification...