A Checkerboard Calibration tool can generate a linear transformation mapping pixel locations in one coordinate space to physical units in a new coordinate space. In addition, a Checkerboard Calibration tool can generate a nonlinear transformation that accounts for any optical or perspective distortion introduced by the camera or lens used to acquire the image.