A program to fill holes in a volumes.

     3dinfill    <-input DSET>

   -input  DSET: Fill volume DSET
   -prefix PREF: Use PREF for output prefix.
   -Niter NITER: Do not allow the fill function to do more than NITER
                 passes. A -1 (default) lets the function go to a maximum
                 of 500 iterations. You will be warned if you run our of
                 iterations and holes persist.
   -blend METH: Sets method for assigning a value to a hole.
                MODE: Fill with most frequent neighbor value. Use MODE when
                      filling integral valued data such as ROIs or atlases.
                AVG: Fill with average of neighboring values.
                AUTO: Use MODE if DSET is integral, AVG otherwise.
                SOLID: No blending, brutish fill. See also -minhits
                SOLID_CLEAN: SOLID, followed by removal of dangling chunks
                             Dangling chunks are defined as non-zero regions
                             that surround lesser holes, i.e. holes that have
                             less than MH. The cleanup step is not iterative
                             though, and you are most likely better off using
                             option -ed to do the cleanup.
   -minhits MH: Crietrion for considering a zero voxel to be a hole
                MH refers to the total number of directions alogn which a
                zero voxel is considered surrounded by non zero values.
                a value of 1 is the least strict criterion, and a value of 3
                is the strictest.
                This parameter can only be used with -blend SOLID
   -ed N V: Erode N times then dialate N times to get rid of hanging chunks.
            Values filled in by this process get value V.
   -mask MSET: Provide mask dataset to select subset of input.
   -mask_range BOT TOP: Specify the range of values to consider from MSET.
                        Default is anything non-zero.
   -mrange BOT TOP: Same as option -mask_range
   -cmask CMASK: Provide cmask expression. Voxels where expression is 0
                 are excluded from computations. For example:
            -cmask '-a T1.div.r+orig -b T1.uni.r+orig -expr step(a/b-10)'
   NOTE: For the moment, masking is only implemented for the SOLID* fill

Example 1:
Starting from a whole head mask that has some big holes in it where CSF and
cavities are. Fill the inside of the mask and remove dangling chunks in the
end with -ed
        3dinfill -blend SOLID -ed 3 1 -prefix filledmask \
                 -minhits 2 -input holymask+orig.

This program will be slow for high res datasets with large holes.
If you are trying to fill holes in masks, consider also:
  3dmask_tool -fill_holes