The solution that worked for me, is missing from the list of answers. Hence I am posting this solution here:
File[]dirs = new File("/mypath/mydir/").listFiles((FileFilter)FileFilterUtils.directoryFileFilter());
Here I have used org.apache.commons.io.filefilter.FileFilterUtils
from Apache commons-io-2.2.jar. Its documentation is available here: https://commons.apache.org/proper/commons-io/javadocs/api-2.2/org/apache/commons/io/filefilter/FileFilterUtils.html