local_min_sub_pix
— Subpixel precise detection of local minima in an image.
local_min_sub_pix
extracts local minima from the image
Image
with subpixel precision.
To do so, in each point the input image is approximated by a quadratic
polynomial in x and y and subsequently the polynomial is examined for
local minima. The partial derivatives, which are
necessary for setting up the polynomial, are calculated either with various
Gaussian derivatives or using the facet model, depending on Filter
.
In the first case, Sigma
determines the size of the Gaussian
kernels, while in the second case, before being processed the input image is
smoothed by a Gaussian whose size is determined by Sigma
.
Therefore, 'facet' results in a faster extraction at the expense
of slightly less accurate results. A point is accepted to be a local minimum
if both eigenvalues of the Hessian matrix are greater than
Threshold
. The eigenvalues correspond to the curvature of the gray
value surface.
Note that filter operators may return unexpected results if an image with a reduced domain is used as input. Please refer to the chapter Filters.
Image
(input_object) singlechannelimage →
object (byte / int1 / int2 / uint2 / int4 / real)
Input image.
Filter
(input_control) string →
(string)
Method for the calculation of the partial derivatives.
Default value: 'facet'
List of values: 'facet' , 'gauss'
Sigma
(input_control) real →
(real)
Sigma of the Gaussian.
If Filter
is 'facet', Sigma
may be 0.0
to avoid the smoothing of the input image.
Suggested values: 0.7, 0.8, 0.9, 1.0, 1.2, 1.5, 2.0, 3.0
Restriction: Sigma >= 0.0
Threshold
(input_control) real →
(real)
Minimum absolute value of the eigenvalues of the Hessian matrix.
Default value: 5.0
Suggested values: 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0
Restriction: Threshold >= 0.0
Row
(output_control) point.y-array →
(real)
Row coordinates of the detected minima.
Column
(output_control) point.x-array →
(real)
Column coordinates of the detected minima.
local_min_sub_pix
returns TRUE if all parameters are correct
and no error occurs during the execution. If the input is empty the
behavior can be set via
set_system('no_object_result',<Result>)
. If
necessary, an exception is raised.
gen_cross_contour_xld
,
disp_cross
critical_points_sub_pix
,
local_max_sub_pix
,
saddle_points_sub_pix
local_min
,
lowlands
,
lowlands_center
Foundation