Image Processing Toolbox | ![]() ![]() |
Label connected components in a binary image
Syntax
L = bwlabel(BW,n) [L,num] = bwlabel(BW,n)
Description
L = bwlabel(BW,n)
returns a matrix L
, of the same size as BW
, containing labels for the connected objects in BW
. n
can have a value of either 4 or 8, where 4 specifies 4-connected objects and 8 specifies 8-connected objects; if the argument is omitted, it defaults to 8.
The elements of L
are integer values greater than or equal to 0. The pixels labeled 0 are the background. The pixels labeled 1 make up one object, the pixels labeled 2 make up a second object, and so on.
[L,num] = bwlabel(BW,n)
returns in num
the number of connected objects found in BW
.
Class Support
The input image BW
can be of class double
or uint8
. The output matrix L
is of class double
.
Remarks
You can use the MATLAB find
function in conjunction with bwlabel
to return vectors of indices for the pixels that make up a specific object. For example, to return the coordinates for the pixels in object 2
[r,c] = find(bwlabel(BW)==2)
You can display the output matrix as a pseudocolor indexed image. Each object appears in a different color, so the objects are easier to distinguish than in the original image. To do this, you must first add 1 to each element in the output matrix, so that the data is in the proper range. Also, it is good idea to use a colormap in which the first few colors are very distinct.
Example
This example illustrates using 4-connected objects. Notice objects 2 and 3; with 8-connected labeling, bwlabel
would consider these a single object rather than two separate objects.
BW = [1 1 1 0 0 0 0 0 1 1 1 0 1 1 0 0 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 0 1 1 1 0 0 0 1 0 1 1 1 0 0 0 1 0 1 1 1 0 0 1 1 0 1 1 1 0 0 0 0 0] L = bwlabel(BW,4) L = 1 1 1 0 0 0 0 0 1 1 1 0 2 2 0 0 1 1 1 0 2 2 0 0 1 1 1 0 0 0 3 0 1 1 1 0 0 0 3 0 1 1 1 0 0 0 3 0 1 1 1 0 0 3 3 0 1 1 1 0 0 0 0 0 [r,c] = find(L==2); rc = [r c] rc = 2 5 3 5 2 6 3 6
See Also
Reference
Haralick, Robert M., and Linda G. Shapiro. Computer and Robot Vision, Volume I. Addison-Wesley, 1992. pp. 28-48.
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