1. A computer-implemented method for generating a quality field representation of a collection of image data, the method comprising: receiving the collection of image data; identifying a target point along a ridge in the collection of image data; estimating a directional field representation by assigning an angle value to the ridge indicative of an angle with respect to a reference line; and calculating a covariance between the target point and a corresponding point along a line orthogonal to the angle value.