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+.help xyxymatch Jul95 images.immatch
+.ih
+NAME
+xyxymatch -- Match pixel coordinate lists using various methods
+.ih
+USAGE
+xyxymatch input reference output tolerance
+.ih
+PARAMETERS
+.ls input
+The list of input coordinate files. The input file is a whitespace-delimited
+text table containing the coordinates. The \fIxcolumn\fR and \fIycolumn\fR
+parameters define the coordinate columns to be used.
+.le
+.ls reference
+The list of reference coordinate files. The number of reference coordinate
+files must be one or equal to the number of input coordinate files.
+The reference file is a whitespace-delimited
+text table containing the coordinates. The \fIxrcolumn\fR and \fIyrcolumn\fR
+parameters define the coordinate columns to be used.
+.le
+.ls output
+The output matched x-y lists containing three pairs of numbers: the coordinates
+of the object in the reference list in columns 1 and 2, the
+coordinates of the object in the input list in columns 3 and 4, and
+the line number of the objects in the original reference and input
+lists in columns 5 and 6.
+.le
+.ls tolerance
+The matching tolerance in pixels.
+.le
+.ls refpoints = ""
+The list of tie points used to compute the linear transformation
+from the input coordinate system to the reference coordinate system. Refpoints
+is a text file containing the x-y coordinates of 1-3 reference list tie points
+in the first line, followed by the x-y coordinates of the 1-3 corresponding
+input tie points in succeeding
+lines. If refpoints is undefined then the parameters \fIxin\fR, \fIyin\fR,
+\fIxmag\fR, \fIymag\fR, \fIxrotation\fR, \fIyrotataion\fR, \fIxref\fR,
+and \fIyref\fR are used to compute the linear transformation from the
+input coordinate system to the reference coordinate system.
+.le
+.ls xin = INDEF, yin = INDEF
+The x and y origin of the input coordinate system. Xin and yin default to
+0.0 and 0.0 respectively.
+.le
+.ls xmag = INDEF, ymag = INDEF
+The x and y scale factors in reference pixels per input pixels. Xmag and
+ymag default to 1.0 and 1.0 respectively.
+.le
+.ls xrotation = INDEF, yrotation = INDEF
+The x and y rotation angles measured in degrees counter-clockwise with
+respect to the x axis. Xrotation and yrotation default to 0.0 and 0.0
+respectively.
+.le
+.ls xref = INDEF, yref = INDEF
+The x and y origin of the reference coordinate system. Xref and yref default
+to 0.0 and 0.0 respectively.
+.le
+.ls xcolumn = 1, ycolumn = 2
+The columns in the input coordinate list containing the x and y coordinate
+values respectively.
+.le
+.ls xrcolumn = 1, yrcolumn = 2
+The columns in the reference coordinate list containing the x and y coordinate
+values respectively.
+.le
+.ls separation = 9.0
+The minimum separation for objects in the input and reference coordinate
+lists. Objects closer together than separation pixels
+are removed from the input and reference coordinate lists prior to matching.
+.le
+.ls matching = "triangles"
+The matching algorithm. The choices are:
+.ls tolerance
+A linear transformation is applied to the input coordinate list,
+the transformed input list and the reference list are sorted,
+points which are too close together are removed, and the input coordinates
+which most closely match the reference coordinates within the
+user specified tolerance are determined. The tolerance algorithm requires
+an initial estimate for the linear transformation. This estimate can be
+derived interactively by pointing to common objects in the two displayed
+images, by supplying the coordinates of tie points via the
+\fIrefpoints\fR file, or by setting the linear transformation parameters
+\fIxin\fR, \fIyin\fR, \fIxmag\fR, \fIymag\fR, \fIxrotation\fR,
+\fIyrotation\fR, \fIxref\fR, and \fIyref\fR. Assuming that
+well chosen tie points are supplied, the tolerance algorithm
+functions well in the presence of any shifts, axis flips, x and y
+scale changes, rotations, and axis skew, between the two coordinate
+systems. The algorithm is sensitive to higher order distortion terms
+in the coordinate transformation.
+.le
+.ls triangles
+A linear transformation is applied to the input coordinate list,
+the transformed input list and the reference list are sorted, points
+which are too close together are removed, and the input coordinates
+are matched to the reference coordinates using a triangle pattern
+matching technique and the user specified tolerance parameter.
+The triangles pattern matching algorithm does not require prior knowledge
+of the linear transformation, although it will use one if one is supplied.
+The algorithm functions well in the presence of
+any shifts, axis flips, magnification, and rotation between the two coordinate
+systems as long as both lists have a reasonable number of objects
+in common and the errors in the computed coordinates are small.
+However since the algorithm depends on comparisons of similar triangles, it
+is sensitive to differences in the x and y coordinate scales,
+any skew between the x and y axes, and higher order distortion terms
+in the coordinate transformation.
+.le
+.le
+.ls nmatch = 30
+The maximum number of reference and input coordinates used
+by the "triangles" pattern matching algorithm. If either list contains
+more coordinates than nmatch the lists are subsampled. Nmatch should be
+kept small as the computation and memory requirements of the "triangles"
+algorithm depend on a high power of the lengths of the respective lists.
+.le
+.ls ratio = 10.0
+The maximum ratio of the longest to shortest side of the
+triangles generated by the "triangles" pattern matching algorithm.
+Triangles with computed longest to shortest side ratios > ratio
+are rejected from the pattern matching algorithm. \fIratio\fR should never
+be set higher than 10.0 but may be set as low as 5.0.
+.le
+.ls nreject = 10
+The maximum number of rejection iterations for the "triangles" pattern
+matching algorithm.
+.le
+.ls xformat = "%13.3f", yformat = "%13.3f"
+The format of the output reference and input x and y coordinates.
+By default the coordinates are output right justified in a field of
+13 characters with 3 places following the decimal point.
+.le
+.ls interactive = no
+Compute the initial linear transformation required to transform the
+input coordinate coordinates to the reference coordinate system, by defining
+up to three tie points using the image display and the image cursor.
+.le
+.ls verbose = yes
+Print messages about the progress of the task ?
+.le
+.ls icommands = ""
+The image display cursor.
+.le
+
+.ih
+DESCRIPTION
+
+XYXYMATCH matches the x and y coordinates in the reference coordinate list
+\fIreference\fR to the corresponding x and y coordinates in the input
+coordinate list \fIinput\fR to within a user specified tolerance
+\fItolerance\fR, and writes the matched coordinates to the output
+file \fIoutput\fR. The output file is suitable for input to the
+GEOMAP task which computes the actual transformation required to
+register the corresponding reference and input images.
+
+XYXYMATCH matches the coordinate lists by: 1) computing an initial
+guess at the linear transformation required to match the input
+coordinate system to the reference coordinate system, 2) applying
+the computed transformation to the input coordinates, 3) sorting
+the reference and input coordinates and removing points with a
+minimum separation specified by the parameter \fIseparation\fR
+from both lists, 4) matching the two lists using either the "tolerance"
+or "triangles" algorithm, and 5) writing the matched list to the
+output file.
+
+The initial estimate of the linear transformation is computed in one of
+three ways. If \fIinteractive\fR is "yes" the user displays the reference and
+input images corresponding to the reference and input coordinate files
+on the image display, and marks up to three objects which the two
+images have in common with the image cursor. The coordinates of these
+tie points are used as tie points to compute the linear transformation.
+If \fIrefpoints\fR is defined, the x-y coordinates of up to three tie
+points are read from succeeding lines in the refpoints file. The format
+of two sample refpoints files is shown below.
+
+.nf
+# First sample refpoints file (1 reference file and N input files)
+
+x1 y1 [x2 y2 [x3 y3]] # tie points for reference coordinate file
+x1 y1 [x2 y2 [x3 y3]] # tie points for input coordinate file 1
+x1 y1 [x2 y2 [x3 y3]] # tie points for input coordinate file 2
+...
+x1 y1 [x2 y2 [x3 y3]] # tie points for input coordinate file N
+
+
+# Second sample refpoints file (N reference files and N input files)
+
+x1 y1 [x2 y2 [x3 y3]] # tie points for reference coordinate file 1
+x1 y1 [x2 y2 [x3 y3]] # tie points for input coordinate file 1
+x1 y1 [x2 y2 [x3 y3]] # tie points for reference coordinate file 2
+x1 y1 [x2 y2 [x3 y3]] # tie points for input coordinate file 2
+...
+x1 y1 [x2 y2 [x3 y3]] # tie points for reference coordinate file N
+x1 y1 [x2 y2 [x3 y3]] # tie points for input coordinate file N
+
+.fi
+
+The coordinates of the tie points can be typed in by hand if \fIrefpoints\fR
+is "STDIN". If the refpoints file is undefined the parameters
+\fIxin\fR, \fIxin\fR, \fIxmag\fR, \fIymag\fR, \fIxrotation\fR, \fIyrotation\fR,
+\fIxref\fR, and \fIyref\fR are used to compute the linear transformation
+from the input coordinates [xi,yi] to the reference coordinates [xr,yr]
+as shown below. Orientation and skew are the orientation of the x and y axes
+and their deviation from non-perpendicularity respectively.
+
+.nf
+ xr = a + b * xi + c * yi
+ yr = d + e * xi + f * yi
+
+ xrotation = orientation - skew / 2
+ yrotation = orientation + skew / 2
+ b = xmag * cos (xrotation)
+ c = -ymag * sin (yrotation)
+ e = xmag * sin (xrotation)
+ f = ymag * cos (yrotation)
+ a = xref - b * xin - c * yin = xshift
+ d = yref - e * xin - f * yin = yshift
+.fi
+
+The reference and input coordinates are read from columns \fIxrcolumn\fR,
+\fIyrcolumn\fR in the reference, and \fIxcolumn\fR, and \fIycolumn\fR in the
+input coordinate lists respectively. The input coordinates are transformed
+using the computed linear transformation and stars closer together than
+\fIseparation\fR pixels are removed from both lists.
+
+The coordinate lists are matched using the algorithm specified by
+the \fImatching\fR
+parameter. If matching is "tolerance", XYXYMATCH searches the sorted
+transformed input coordinate list for the object closest to the current
+reference object within the matching tolerance \fItolerance\fR.
+The major advantage of the "tolerance" algorithm is that it can deal
+with x and y scale differences and axis skew in the coordinate
+transformation. The major disadvantage is that the user must supply
+tie point information in all but the simplest case of small x and y
+shifts between the input and reference coordinate systems.
+
+If matching is "triangles" XYXYMATCH constructs a list of triangles
+using up to \fInmatch\fR reference coordinates and transformed input
+coordinates, and performs a pattern matching operation on the resulting
+triangle lists. If the number of coordinates
+in both lists is less than \fInmatch\fR the entire list is matched using
+the "triangles" algorithm directly, otherwise the "triangles" algorithm
+is used to estimate a new linear transformation, the input coordinate
+list is transformed using the new transformation, and the entire list
+is matched using the "tolerance" algorithm. The major advantage of the
+"triangles" algorithm is that it requires no tie point information
+from the user. The major disadvantages are that it is sensitive to
+x and y scale differences and axis skews between the input and reference
+coordinate systems and can be computationally expensive.
+
+The matched x and y reference and input coordinate lists are written to
+columns 1 and 2, and 3 and 4 of the output file respectively, in a format
+specified by the \fIxformat\fR and \fIyformat\fR parameters.
+The respective line numbers in the original reference and input
+coordinate files are written to columns 5 and 6 respectively.
+
+If \fIverbose\fR is yes, detailed messages about actions taken by the
+task are written to the terminal as the task executes.
+
+.ih
+ALGORITHMS
+
+The "triangles" algorithm uses a sophisticated pattern matching
+technique which requires no tie point information from the user.
+It is expensive computationally and hence is restricted to a maximum
+of \fInmatch\fR objects from the reference and input coordinate lists.
+
+The "triangles" algorithm first generates a list
+of all the possible triangles that can be formed from the points in each list.
+For a list of nmatch points this number is the combinatorial factor
+nmatch! / [(nmatch-3)! * 3!] or nmatch * (nmatch-1) * (nmatch-2) / 6.
+The length of the perimeter, ratio of longest to shortest side, cosine
+of the angle between the longest and shortest side, the tolerances in
+the latter two quantities and the direction of the arrangement of the vertices
+of each triangle are computed and stored in a table.
+Triangles with vertices closer together than \fItolerance\fR or
+with a ratio of the longest to shortest side greater than \fIratio\fR
+are discarded. The remaining triangles are sorted in order of increasing
+ratio. A sort merge algorithm is used to match the triangles using the
+ratio and cosine information, the tolerances in these quantities, and
+the maximum tolerances for both lists. Next the ratios of the
+perimeters of the matched triangles are compared to the average ratio
+for the entire list, and triangles which deviate too widely from the mean
+are discarded. The number of triangles remaining are divided into
+the number which match in the clockwise sense and the number which match
+in the counter-clockwise sense. Those in the minority category
+are eliminated.
+The rejection step can be repeated up to \fInreject\fR times or until
+no more rejections occur whichever comes first.
+The last step in the algorithm is a voting procedure in which each remaining
+matched triangle casts three votes, one for each matched pair of vertices.
+Points which have fewer than half the maximum number of
+votes are discarded. The final set of matches are written to the output file.
+
+The "triangles" algorithm functions well when the reference and
+input coordinate lists have a sufficient number of objects (~50%,
+in some cases as low as 25%) of their objects in common, any distortions
+including x and y scale differences and skew between the two systems are small,
+and the random errors in the coordinates are small. Increasing the value of the
+\fItolerance\fR parameter will increase the ability to deal with distortions but
+will also produce more false matches.
+
+.ih
+FORMATS
+
+A format specification has the form "%w.dCn", where w is the field
+width, d is the number of decimal places or the number of digits of
+precision, C is the format code, and n is radix character for
+format code "r" only. The w and d fields are optional. The format
+codes C are as follows:
+
+.nf
+b boolean (YES or NO)
+c single character (c or '\c' or '\0nnn')
+d decimal integer
+e exponential format (D specifies the precision)
+f fixed format (D specifies the number of decimal places)
+g general format (D specifies the precision)
+h hms format (hh:mm:ss.ss, D = no. decimal places)
+m minutes, seconds (or hours, minutes) (mm:ss.ss)
+o octal integer
+rN convert integer in any radix N
+s string (D field specifies max chars to print)
+t advance To column given as field W
+u unsigned decimal integer
+w output the number of spaces given by field W
+x hexadecimal integer
+z complex format (r,r) (D = precision)
+
+
+
+Conventions for w (field width) specification:
+
+ W = n right justify in field of N characters, blank fill
+ -n left justify in field of N characters, blank fill
+ 0n zero fill at left (only if right justified)
+absent, 0 use as much space as needed (D field sets precision)
+
+Escape sequences (e.g. "\n" for newline):
+
+\b backspace (not implemented)
+\f formfeed
+\n newline (crlf)
+\r carriage return
+\t tab
+\" string delimiter character
+\' character constant delimiter character
+\\ backslash character
+\nnn octal value of character
+
+Examples
+
+%s format a string using as much space as required
+%-10s left justify a string in a field of 10 characters
+%-10.10s left justify and truncate a string in a field of 10 characters
+%10s right justify a string in a field of 10 characters
+%10.10s right justify and truncate a string in a field of 10 characters
+
+%7.3f print a real number right justified in floating point format
+%-7.3f same as above but left justified
+%15.7e print a real number right justified in exponential format
+%-15.7e same as above but left justified
+%12.5g print a real number right justified in general format
+%-12.5g same as above but left justified
+
+%h format as nn:nn:nn.n
+%15h right justify nn:nn:nn.n in field of 15 characters
+%-15h left justify nn:nn:nn.n in a field of 15 characters
+%12.2h right justify nn:nn:nn.nn
+%-12.2h left justify nn:nn:nn.nn
+
+%H / by 15 and format as nn:nn:nn.n
+%15H / by 15 and right justify nn:nn:nn.n in field of 15 characters
+%-15H / by 15 and left justify nn:nn:nn.n in field of 15 characters
+%12.2H / by 15 and right justify nn:nn:nn.nn
+%-12.2H / by 15 and left justify nn:nn:nn.nn
+
+\n insert a newline
+.fi
+
+.ih
+REFERENCES
+
+A detailed description of the "triangles" pattern matching algorithm used here
+can be found in the article "A Pattern-Matching Algorithm for Two-
+Dimensional Coordinate Lists" by E.J. Groth, A.J. 91, 1244 (1986).
+
+.ih
+EXAMPLES
+
+1. Match the coordinate list of an image to the coordinate list of a reference
+image using the triangles matching algorithm and a tolerance of 3 pixels.
+Use the resulting matched list to compute the transformation
+required to register the input image lpix to the reference image.
+For completeness this example demonstrates how the individual input
+and reference coordinate lists can be generated.
+
+.nf
+ cl> imlintran dev$pix[-*,*] lpix xrot=15 yrot=15 xmag=1.2 \
+ ymag=1.2 xin=INDEF yin=INDEF xref=265.0 yref=265.0 \
+ ncols=INDEF nlines=INDEF
+
+ cl> daofind dev$pix fwhm=2.5 sigma=5.0 threshold=100.0
+ cl> daofind lpix fwhm=2.5 sigma=5.0 threshold=100.0
+
+ cl> xyxymatch lpix.coo.1 pix.coo.1 xymatch toler=3 \
+ matching=triangles
+
+ cl> geomap xymatch geodb 1.0 512.0 1.0 512.0
+.fi
+
+2. Match the coordinate lists above using the tolerance matching algorithm
+and the image display and cursor.
+
+.nf
+ cl> display dev$pix 1 fi+
+ cl> display lpix 2 fi+
+
+ cl> xyxymatch lpix.coo.1 pix.coo.1 xymatch toler=3 \
+ matching=tolerance interactive+
+
+ ... Mark three points in the reference image dev$pix
+ ... Mark three points in the input image lpix
+
+ cl> geomap xymatch geodb 1.0 512.0 1.0 512.0
+.fi
+
+3. Repeat example 2 but run xyxymatch non-interactively by setting the
+appropriate linear transformation parameters rather than marking stars
+on the image display.
+
+.nf
+ cl> ...
+
+ cl> xyxymatch lpix.coo.1 pix.coo.1 xymatch toler=3 \
+ matching=tolerance xmag=1.2 ymag=1.2 xrot=165 \
+ yrot=345 xref=646.10 yref=33.38
+
+ cl> geomap xymatch geodb 1.0 512.0 1.0 512.0
+.fi
+
+4. Repeat example 2 but run xyxymatch non-interactively
+inputting the appropriate linear transformation via a list of tie points
+rather than marking stars on the image display or creating a refpoints
+file.
+
+.nf
+ cl> ...
+
+ cl> type refpts
+ 442.0 409.0 380.0 66.0 69.0 460.0
+ 82.0 347.0 207.0 84.0 371.0 469.0
+
+ cl> xyxymatch lpix.coo.1 pix.coo.1 xymatch toler=3 \
+ refpoints=refpts matching=tolerance
+
+ cl> geomap xymatch geodb 1.0 512.0 1.0 512.0
+.fi
+
+.ih
+TIME REQUIREMENTS
+.ih
+BUGS
+.ih
+SEE ALSO
+daophot.daofind,lintran,imlintran,geomap,register,geotran
+.endhelp