In this paper, the shearlet transform is directly applied to detect surface defects of magnetic tile.
A novel threshold surface method is proposed to modify the shearlet coefficients.
The method we proposed can extract the defect area effectively.
The method we proposed can recognize tiny defects from low-contrast images with complex background.
The method we proposed achieves a high detection rate.